package 'xlsx' successfully unpacked and MD5 sums checked

The downloaded binary packages are in
    C:\Users\cvasquezv\AppData\Local\Temp\RtmpeMxeS3\downloaded_packages

Parameters BIB
==============
Lambda     : 2
treatmeans : 4
Block size : 3
Blocks     : 4
Replication: 3 

Efficiency factor 0.8888889 

<<< Book >>>

       lambda treatmeans blockSize blocks r Efficiency
values      2          4         3      4 3  0.8888889

     [,1]               [,2]               [,3]          
[1,] "Coari x Yangambí" "Coari x Lame"     "Unipalma"    
[2,] "Amazon"           "Coari x Yangambí" "Coari x Lame"
[3,] "Unipalma"         "Coari x Lame"     "Amazon"      
[4,] "Coari x Yangambí" "Unipalma"         "Amazon"      

     [,1] [,2] [,3]
[1,]  101  102  103
[2,]  201  202  203
[3,]  301  302  303
[4,]  401  402  403

design("Balanced Incomplete Block Design") %>%
  set_units(block = 8,
            unit = nested_in(block, 2)) %>%
  set_trts(trt = 4) %>%
  allot_trts(trt ~ unit) %>%
  assign_trts("random", seed = 424) %>%
  serve_table()

Influence measures of
     lm(formula = monovinyl ~ psi + run, data = data) :

     dfb.1_  dfb.p325  dfb.p400  dfb.p475  dfb.p550  dfb.rn10  dfb.run2
1  -0.19383  8.97e-02  5.98e-02  8.97e-02  5.98e-02  9.72e-02  1.20e-01
2   0.53609  4.34e-01  1.45e-01 -9.79e-16  1.45e-01 -5.79e-01 -4.70e-01
3  -0.41655 -1.60e-16 -1.12e-01 -3.37e-01 -1.12e-01  4.50e-01  4.50e-01
4  -0.07950  1.03e-01  1.03e-01  1.55e-01  1.55e-01 -2.58e-02 -2.06e-01
5  -0.34047  2.76e-01  2.76e-01  8.27e-01  3.17e-16 -6.90e-02  1.10e+00
6   0.06460 -2.09e-01 -2.09e-01 -2.61e-16 -6.28e-01  5.23e-02 -6.80e-01
7   0.01088 -3.52e-02  1.76e-02 -2.02e-17  1.76e-02 -4.41e-03 -1.32e-02
8  -0.00899  2.91e-02 -5.83e-02  2.12e-17  2.91e-02  1.46e-02  3.03e-17
9   0.01447 -4.69e-02 -4.69e-02 -9.76e-18  9.38e-02  1.17e-02 -3.52e-02
10 -0.07902 -2.19e-16 -5.12e-01  2.56e-01  2.56e-01  1.28e-01 -6.40e-02
11  0.01467 -2.14e-17  2.38e-02 -4.75e-02  2.38e-02 -5.94e-03 -5.94e-03
12  0.08911  1.92e-16 -2.89e-01 -2.89e-01  5.77e-01  7.22e-02 -1.44e-01
13  0.00923 -5.98e-02 -2.79e-17  2.99e-02  2.99e-02  2.99e-17 -2.24e-02
14 -0.06692 -2.17e-01 -2.34e-16  4.34e-01 -2.17e-01  2.33e-16 -4.29e-17
15 -0.11179  1.81e-01 -2.67e-17  1.81e-01 -3.62e-01 -8.61e-17  1.36e-01
16  0.08429 -1.09e-01 -1.64e-01 -1.64e-01 -1.09e-01  4.10e-02  4.53e-17
17 -0.04598  1.49e-01  4.47e-01  6.20e-17  1.49e-01 -1.12e-01 -1.11e-17
18  0.26187 -2.12e-01  4.16e-17 -6.36e-01 -2.12e-01  2.43e-16  4.59e-16
19 -0.24972  4.86e-01  4.86e-01  3.24e-01  3.24e-01 -1.21e-01  4.05e-02
20  0.06744 -1.64e-01 -5.90e-17 -5.46e-02 -5.46e-02  1.29e-16 -2.73e-02
21 -0.06986  2.80e-16  6.79e-01  2.26e-01  2.26e-01 -1.70e-01 -5.66e-02
22  0.00851 -1.38e-02 -2.07e-02 -1.38e-02 -2.07e-02  5.17e-03  1.72e-03
23  0.02559 -4.15e-02 -1.24e-01 -4.15e-02 -2.44e-17  3.11e-02 -1.04e-02
24 -0.02131  3.45e-02  2.88e-17  3.45e-02  1.04e-01 -2.32e-17 -1.73e-02
25  0.28498 -5.54e-01 -3.69e-01 -3.69e-01 -5.54e-01  9.23e-02  1.67e-16
26  0.27353 -6.65e-01 -2.22e-01 -2.22e-01 -3.03e-16  5.54e-02 -1.66e-01
27 -0.00947  2.48e-17  3.07e-02  3.07e-02  9.20e-02 -7.67e-03 -2.30e-02
28 -0.05425  3.52e-01 -1.76e-01 -1.76e-01  1.69e-16  7.03e-01  8.79e-02
29 -0.03132  5.07e-02 -1.01e-01  5.07e-02  3.51e-17 -1.65e-01  1.27e-02
30  0.03698  1.20e-01  1.20e-01 -2.40e-01  6.75e-17 -4.79e-01  3.00e-02
    dfb.run3  dfb.run4  dfb.run5  dfb.run6  dfb.run7  dfb.run8  dfb.run9
1   1.02e-01  1.02e-01  9.72e-02  1.20e-01  1.20e-01  1.23e-01  1.20e-01
2  -5.97e-01 -4.92e-01 -5.79e-01 -4.70e-01 -5.79e-01 -4.92e-01 -5.79e-01
3   3.82e-01  4.64e-01  4.50e-01  4.50e-01  3.66e-01  3.82e-01  3.66e-01
4  -2.50e-02 -3.75e-02 -3.86e-02 -5.00e-17  1.29e-02 -5.41e-17 -5.43e-17
5   1.34e-01 -1.55e-16 -4.04e-16 -2.46e-16  1.38e-01  2.01e-01  2.07e-01
6   2.03e-01  1.52e-01  1.57e-01  5.49e-16  5.23e-02  1.52e-01  1.57e-01
7  -7.27e-02 -1.71e-02 -4.41e-03 -1.32e-02 -4.41e-03 -1.71e-02 -4.41e-03
8  -9.89e-02  1.41e-02 -7.28e-03  2.19e-02  1.46e-02  1.41e-02 -7.28e-03
9   1.59e-01 -2.27e-02 -2.34e-02  2.40e-17  1.17e-02 -2.27e-02 -2.34e-02
10  1.24e-01 -8.69e-01 -6.40e-02  1.28e-01  1.92e-01  1.24e-01  2.02e-16
11 -2.31e-02 -9.80e-02 -5.94e-03 -5.94e-03 -1.78e-02 -2.31e-02 -1.78e-02
12 -1.40e-01  9.80e-01 -1.44e-01  7.22e-02  2.86e-16 -1.40e-01 -2.17e-01
13  3.70e-17 -2.18e-02 -1.20e-01 -1.50e-02  7.48e-03 -1.45e-02  3.94e-17
14  1.58e-01  1.93e-16  8.67e-01 -5.42e-02  1.08e-01  1.05e-01  1.63e-01
15  1.32e-01  1.32e-01 -5.89e-01  4.53e-02  4.53e-02  1.76e-01  1.36e-01
16  2.65e-02  3.97e-02  2.73e-02  2.19e-01  6.10e-17  3.85e-17 -1.37e-02
17 -1.45e-01 -1.08e-01 -3.72e-02  4.84e-01 -1.12e-01 -1.08e-01 -3.72e-02
18 -1.03e-01  3.65e-16  5.30e-02 -8.49e-01 -1.59e-01 -1.54e-01 -1.06e-01
19 -1.18e-01 -7.85e-02 -8.09e-02 -3.06e-16 -6.47e-01 -2.45e-16 -2.98e-16
20  1.36e-16 -2.65e-02  1.37e-02 -4.10e-02 -2.19e-01 -3.97e-02  1.29e-16
21 -1.65e-01 -2.20e-01 -5.66e-02 -1.70e-01  7.36e-01 -1.65e-01  1.79e-16
22  6.69e-03  6.69e-03  5.17e-03  1.72e-03  1.72e-03  2.84e-02  1.72e-03
23  2.01e-02  2.01e-02  4.06e-17  2.07e-02  2.07e-02 -1.41e-01 -1.04e-02
24 -1.67e-02 -1.67e-02 -2.59e-02  8.63e-03  8.63e-03  1.17e-01 -1.73e-02
25  1.34e-01  8.96e-02  1.39e-01 -4.62e-02  2.16e-16  1.67e-16  7.39e-01
26  4.14e-16 -1.07e-01  3.24e-16 -1.11e-01  3.32e-16 -1.61e-01 -8.86e-01
27 -2.23e-02 -2.98e-02 -2.30e-02 -7.67e-03  1.31e-17 -2.23e-02  9.97e-02
28 -5.11e-17  1.28e-01 -4.13e-17  1.32e-01 -1.41e-17  8.53e-02 -4.40e-02
29  3.69e-02  3.69e-02 -7.03e-17  3.81e-02  3.81e-02  4.92e-02  1.27e-02
30 -8.72e-02  5.01e-17  6.02e-17  5.66e-17 -8.99e-02 -5.81e-02 -5.99e-02
     dffit cov.r   cook.d   hat inf
1  -0.1938 4.447 0.002854 0.467   *
2   0.9382 1.865 0.062843 0.467    
3  -0.7290 2.655 0.038912 0.467    
4  -0.3339 4.111 0.008424 0.467   *
5   1.7875 0.219 0.195777 0.467   *
6  -1.3566 0.737 0.122981 0.467    
7  -0.1142 4.564 0.000993 0.467   *
8  -0.1888 4.456 0.002710 0.467   *
9   0.3038 4.196 0.006983 0.467   *
10 -1.6594 0.322 0.173422 0.467    
11 -0.1540 4.513 0.001803 0.467   *
12  1.8712 0.169 0.210595 0.467    
13 -0.1938 4.447 0.002854 0.467   *
14  1.4053 0.650 0.130787 0.467    
15 -1.1738 1.144 0.095000 0.467    
16  0.3540 4.051 0.009460 0.467   *
17  0.9656 1.771 0.066324 0.467    
18 -1.3748 0.704 0.125880 0.467    
19 -1.0488 1.500 0.077330 0.467    
20 -0.3540 4.051 0.009460 0.467   *
21  1.4671 0.552 0.140883 0.467    
22  0.0447 4.618 0.000152 0.467   *
23 -0.2687 4.286 0.005472 0.467   *
24  0.2238 4.388 0.003800 0.467   *
25  1.1969 1.085 0.098408 0.467    
26 -1.4361 0.600 0.135788 0.467    
27  0.1988 4.437 0.003002 0.467   *
28  1.1393 1.236 0.090001 0.467    
29 -0.3289 4.126 0.008174 0.467   *
30 -0.7766 2.468 0.043928 0.467    

 lag Autocorrelation D-W Statistic p-value
   1     -0.28811325      2.551276  0.9964
   2     -0.27182790      2.480829  0.5188
   3      0.13016574      1.608089  0.4964
   4      0.09606377      1.670199  0.9740
   5     -0.08506275      1.855617  0.4348
 Alternative hypothesis: rho[lag] != 0

    Durbin-Watson test

data:  modelo.bib
DW = 2.5513, p-value = 0.9991
alternative hypothesis: true autocorrelation is not 0

    Shapiro-Wilk normality test

data:  rstudent(modelo.bib)
W = 0.95758, p-value = 0.2683

    Anderson-Darling normality test

data:  rstudent(modelo.bib)
A = 0.43833, p-value = 0.2754

    Lilliefors (Kolmogorov-Smirnov) normality test

data:  rstudent(modelo.bib)
D = 0.11542, p-value = 0.3898

    Exact one-sample Kolmogorov-Smirnov test

data:  rstudent(modelo.bib)
D = 0.11525, p-value = 0.7784
alternative hypothesis: two-sided

    Cramer-von Mises normality test

data:  rstudent(modelo.bib)
W = 0.073513, p-value = 0.2426

    Pearson chi-square normality test

data:  rstudent(modelo.bib)
P = 4.6667, p-value = 0.4579

    Shapiro-Francia normality test

data:  rstudent(modelo.bib)
W = 0.96808, p-value = 0.4141

Non-constant Variance Score Test 
Variance formula: ~ fitted.values 
Chisquare = 0.2717253, Df = 1, p = 0.60218

    studentized Breusch-Pagan test

data:  modelo.bib
BP = 12.771, df = 13, p-value = 0.4656

    Breusch-Pagan test

data:  modelo.bib
BP = 6.9179, df = 13, p-value = 0.9063

 Breusch Pagan Test for Heteroskedasticity
 -----------------------------------------
 Ho: the variance is constant            
 Ha: the variance is not constant        

                Data                  
 -------------------------------------
 Response : monovinyl 
 Variables: fitted values of monovinyl 

        Test Summary         
 ----------------------------
 DF            =    1 
 Chi2          =    0.2717253 
 Prob > Chi2   =    0.6021768 

Call:
lm(formula = monovinyl ~ psi + run, data = data)

Coefficients:
(Intercept)       psi325       psi400       psi475       psi550        run10  
    16.8667      -2.9333      10.4000      18.3333      30.2000       5.2000  
       run2         run3         run4         run5         run6         run7  
     3.6222      12.5778       0.4889       5.9333       1.5556       0.6444  
       run8         run9  
     3.9333       2.0444  


ASSESSMENT OF THE LINEAR MODEL ASSUMPTIONS
USING THE GLOBAL TEST ON 4 DEGREES-OF-FREEDOM:
Level of Significance =  0.05 

Call:
 gvlma(x = .) 

                     Value p-value                Decision
Global Stat        1.38657  0.8465 Assumptions acceptable.
Skewness           0.20516  0.6506 Assumptions acceptable.
Kurtosis           1.05028  0.3054 Assumptions acceptable.
Link Function      0.08780  0.7670 Assumptions acceptable.
Heteroscedasticity 0.04332  0.8351 Assumptions acceptable.

ANALYSIS BIB:  response 
Class level information

Block:  1 2 3 4 5 6 7 8 9 10
Trt  :  250 325 475 550 400

Number of observations:  30 

Analysis of Variance Table

Response: response
            Df Sum Sq Mean Sq F value    Pr(>F)    
block.unadj  9 1394.7  154.96  5.0249  0.002529 ** 
trt.adj      4 3688.6  922.14 29.9020 3.026e-07 ***
Residuals   16  493.4   30.84                      
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

coefficient of variation: 17.5 %
response Means: 31.66667 

psi,  statistics

    response mean.adj       SE r      std Min Max
250 18.83333 20.46667 2.441759 6 3.868678  13  24
325 18.33333 17.53333 2.441759 6 6.153590  10  26
400 31.33333 30.86667 2.441759 6 5.955390  21  39
475 38.00000 38.80000 2.441759 6 6.928203  31  47
550 51.83333 50.66667 2.441759 6 5.636193  45  61

LSD test
Std.diff   : 3.512201
Alpha      : 0.05
LSD        : 7.445533
Parameters BIB
Lambda     : 3
treatmeans : 5
Block size : 3
Blocks     : 10
Replication: 6 

Efficiency factor 0.8333333 

<<< Book >>>

Comparison between treatments means
          Difference pvalue sig.
250 - 325   2.933333 0.4160     
250 - 400 -10.400000 0.0092   **
250 - 475 -18.333333 0.0000  ***
250 - 550 -30.200000 0.0000  ***
325 - 400 -13.333333 0.0016   **
325 - 475 -21.266667 0.0000  ***
325 - 550 -33.133333 0.0000  ***
400 - 475  -7.933333 0.0382    *
400 - 550 -19.800000 0.0000  ***
475 - 550 -11.866667 0.0038   **

Treatments with the same letter are not significantly different.

    response groups
550 50.66667      a
475 38.80000      b
400 30.86667      c
250 20.46667      d
325 17.53333      d

     Balanced one-way analysis of variance power calculation 

         groups = 5
              n = 10
    between.var = 346.9111
     within.var = 493.4222
      sig.level = 0.05
          power = 0.9900861

NOTE: n is number in each group

Warning  values plot is not adjusted

Lattice design,  triple   3 x 3 

Efficiency factor
(E ) 0.7272727 

<<< Book >>>

       treatmens blockSize blocks Efficiency
values         9         3      3  0.7272727

$rep1
     [,1] [,2] [,3]
[1,] "C"  "F"  "I" 
[2,] "B"  "H"  "E" 
[3,] "G"  "A"  "D" 

$rep2
     [,1] [,2] [,3]
[1,] "F"  "H"  "A" 
[2,] "C"  "B"  "G" 
[3,] "I"  "E"  "D" 

$rep3
     [,1] [,2] [,3]
[1,] "F"  "E"  "G" 
[2,] "I"  "B"  "A" 
[3,] "C"  "H"  "D" 

      [,1] [,2] [,3]
 [1,]  101  102  103
 [2,]  104  105  106
 [3,]  107  108  109
 [4,]  201  202  203
 [5,]  204  205  206
 [6,]  207  208  209
 [7,]  301  302  303
 [8,]  304  305  306
 [9,]  307  308  309

Alpha Design (0,1) - Serie  III 

Parameters Alpha Design
=======================
Treatmeans : 12
Block size : 3
Blocks     : 4
Replication: 3 

Efficiency factor
(E ) 0.7096774 

<<< Book >>>

       treatments blocks Efficiency
values         12      4  0.7096774

$rep1
     [,1] [,2] [,3]
[1,] "A"  "I"  "G" 
[2,] "J"  "K"  "C" 
[3,] "F"  "E"  "D" 
[4,] "L"  "B"  "H" 

$rep2
     [,1] [,2] [,3]
[1,] "L"  "D"  "C" 
[2,] "H"  "A"  "E" 
[3,] "F"  "K"  "I" 
[4,] "J"  "G"  "B" 

$rep3
     [,1] [,2] [,3]
[1,] "D"  "A"  "K" 
[2,] "F"  "L"  "J" 
[3,] "I"  "B"  "E" 
[4,] "C"  "G"  "H" 

      [,1] [,2] [,3]
 [1,]  101  102  103
 [2,]  104  105  106
 [3,]  107  108  109
 [4,]  110  111  112
 [5,]  201  202  203
 [6,]  204  205  206
 [7,]  207  208  209
 [8,]  210  211  212
 [9,]  301  302  303
[10,]  304  305  306
[11,]  307  308  309
[12,]  310  311  312

cyclic design
Generator block basic:
1 2 
1 4 
1 3 

Parameters
===================
treatmeans : 8
Block size : 2
Replication: 6 

[[1]]
     [,1] [,2]
[1,] "A"  "H" 
[2,] "E"  "F" 
[3,] "C"  "D" 
[4,] "G"  "F" 
[5,] "A"  "B" 
[6,] "E"  "D" 
[7,] "H"  "G" 
[8,] "B"  "C" 

[[1]]
     [,1] [,2]
[1,] "C"  "H" 
[2,] "E"  "B" 
[3,] "H"  "E" 
[4,] "A"  "D" 
[5,] "F"  "A" 
[6,] "G"  "B" 
[7,] "G"  "D" 
[8,] "F"  "C" 

[[1]]
     [,1] [,2]
[1,] "C"  "A" 
[2,] "H"  "B" 
[3,] "C"  "E" 
[4,] "A"  "G" 
[5,] "B"  "D" 
[6,] "G"  "E" 
[7,] "F"  "H" 
[8,] "F"  "D" 

      [,1] [,2]
 [1,]  101  102
 [2,]  103  104
 [3,]  105  106
 [4,]  107  108
 [5,]  109  110
 [6,]  111  112
 [7,]  113  114
 [8,]  115  116
 [9,]  201  202
[10,]  203  204
[11,]  205  206
[12,]  207  208
[13,]  209  210
[14,]  211  212
[15,]  213  214
[16,]  215  216
[17,]  301  302
[18,]  303  304
[19,]  305  306
[20,]  307  308
[21,]  309  310
[22,]  311  312
[23,]  313  314
[24,]  315  316

Alpha Design (0,1) - Serie  I 

Parameters Alpha Design
=======================
Treatmeans : 30
Block size : 3
Blocks     : 10
Replication: 2 

Efficiency factor
(E ) 0.6170213 

<<< Book >>>

<<< to see the objects: means, comparison and groups. >>>

Analysis of Variance Table

Response: yield
          Df Sum Sq Mean Sq F value Pr(>F)
Genotype  29 32.669  1.1265  2.0066 0.1113
Residuals 11  6.175  0.5614               

<<< to see the objects: means, comparison and groups. >>>

Analysis of Variance Table

Response: yield
                  Df  Sum Sq Mean Sq F value   Pr(>F)   
replication        1   0.600  0.6000  0.2983 0.595827   
Genotype.unadj    29 130.933  4.5149  2.2450 0.078789 . 
block/replication 18 171.278  9.5154  4.7315 0.005883 **
Residual          11  22.122  2.0111                    
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

      yield.adj groups
gen10  7.719527      a
gen01  6.702668     ab
gen19  6.688105     ab
gen09  6.434092    abc
gen18  6.079660    abc
gen16  5.741100    abc
gen26  5.242943    abc
gen08  5.160284    abc
gen17  5.154956    abc
gen29  4.920606    abc
gen27  4.895090    abc
gen11  4.881068    abc
gen30  4.736661    abc
gen22  4.560904    abc
gen28  4.497487    abc
gen05  4.236467    abc
gen14  4.078535    abc
gen23  4.010469    abc
gen15  3.925524    abc
gen02  3.858485    abc
gen04  3.769153    abc
gen03  3.680560    abc
gen25  3.669765    abc
gen12  3.614243    abc
gen06  3.592020    abc
gen21  3.396933     bc
gen24  3.007228     bc
gen13  2.757585     bc
gen20  2.728381      c
gen07  2.259497      c

$ANOVA
Analysis of Variance Table

Response: yield
                  Df  Sum Sq Mean Sq F value   Pr(>F)   
replication        1   0.600  0.6000  0.2983 0.595827   
Genotype.unadj    29 130.933  4.5149  2.2450 0.078789 . 
block/replication 18 171.278  9.5154  4.7315 0.005883 **
Residual          11  22.122  2.0111                    
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

$method
[1] "Variances component model"

$parameters
      test   name.t treatments blockSize blocks r alpha
  PBIB-lsd Genotype         30         3     10 2  0.05

$statistics
  Efficiency     Mean       CV
   0.6170213 4.533333 31.28236

$model

Call:
lm(formula = modelo)

Coefficients:
             (Intercept)              replication2              trt.adjgen02  
                 6.18553                   1.34091                  -2.04151  
            trt.adjgen03              trt.adjgen04              trt.adjgen05  
                -2.34498                  -3.16077                  -1.98708  
            trt.adjgen06              trt.adjgen07              trt.adjgen08  
                -2.97703                  -4.05598                  -1.21435  
            trt.adjgen09              trt.adjgen10              trt.adjgen11  
                -0.09151                   1.65407                  -0.97703  
            trt.adjgen12              trt.adjgen13              trt.adjgen14  
                -2.34211                  -3.38804                  -2.44151  
            trt.adjgen15              trt.adjgen16              trt.adjgen17  
                -1.89151                  -0.49474                  -1.08565  
            trt.adjgen18              trt.adjgen19              trt.adjgen20  
                -0.19151                  -0.29151                  -3.93301  
            trt.adjgen21              trt.adjgen22              trt.adjgen23  
                -3.13828                  -1.34151                  -2.61866  
            trt.adjgen24              trt.adjgen25              trt.adjgen26  
                -3.04737                  -2.09091                  -1.14151  
            trt.adjgen27              trt.adjgen28              trt.adjgen29  
                -1.49151                  -2.07225                  -1.55598  
            trt.adjgen30   replication1:block.adj2   replication2:block.adj2  
                -1.74151                   2.60957                        NA  
 replication1:block.adj3   replication2:block.adj3   replication1:block.adj4  
                 1.02656                        NA                   0.72895  
 replication2:block.adj4   replication1:block.adj5   replication2:block.adj5  
                      NA                  -2.09187                        NA  
 replication1:block.adj6   replication2:block.adj6   replication1:block.adj7  
                -0.75789                        NA                   4.02010  
 replication2:block.adj7   replication1:block.adj8   replication2:block.adj8  
                      NA                   1.29641                        NA  
 replication1:block.adj9   replication2:block.adj9  replication1:block.adj10  
                -1.82895                        NA                  -2.69306  
replication2:block.adj10  replication1:block.adj11  replication2:block.adj11  
                      NA                        NA                  -4.75789  
replication1:block.adj12  replication2:block.adj12  replication1:block.adj13  
                      NA                  -0.52536                        NA  
replication2:block.adj13  replication1:block.adj14  replication2:block.adj14  
                 0.26148                        NA                  -1.83708  
replication1:block.adj15  replication2:block.adj15  replication1:block.adj16  
                      NA                  -3.45550                        NA  
replication2:block.adj16  replication1:block.adj17  replication2:block.adj17  
                -3.74904                        NA                   0.22895  
replication1:block.adj18  replication2:block.adj18  replication1:block.adj19  
                      NA                   0.06411                        NA  
replication2:block.adj19  replication1:block.adj20  replication2:block.adj20  
                 0.67105                        NA                        NA  


$Fstat
    Fit Statistics
AIC       210.4067
BIC       315.1239

$comparison
                Difference   stderr pvalue
gen01 - gen02  2.844182738 1.994508 0.1816
gen01 - gen03  3.022107503 1.982955 0.1558
gen01 - gen04  2.933514780 1.826158 0.1364
gen01 - gen05  2.466200458 1.914426 0.2242
gen01 - gen06  3.110647497 1.914426 0.1324
gen01 - gen07  4.443170996 1.955002 0.0440
gen01 - gen08  1.542383689 1.963311 0.4486
gen01 - gen09  0.268575895 1.945005 0.8926
gen01 - gen10 -1.016859362 1.875113 0.5984
gen01 - gen11  1.821600053 1.963311 0.3734
gen01 - gen12  3.088424622 1.990728 0.1490
gen01 - gen13  3.945082729 1.984825 0.0724
gen01 - gen14  2.624133378 1.852361 0.1842
gen01 - gen15  2.777144357 1.994508 0.1914
gen01 - gen16  0.961567504 1.628410 0.5668
gen01 - gen17  1.547711475 1.982955 0.4516
gen01 - gen18  0.623007494 1.981614 0.7592
gen01 - gen19  0.014562743 1.608895 0.9930
gen01 - gen20  3.974287336 1.769964 0.0462
gen01 - gen21  3.305734630 1.826158 0.0976
gen01 - gen22  2.141763555 1.945005 0.2944
gen01 - gen23  2.692199078 1.955002 0.1958
gen01 - gen24  3.695439754 1.984825 0.0896
gen01 - gen25  3.032902472 1.989952 0.1558
gen01 - gen26  1.459724593 1.608895 0.3838
gen01 - gen27  1.807577541 1.852361 0.3502
gen01 - gen28  2.205181341 1.628410 0.2028
gen01 - gen29  1.782061776 1.875113 0.3624
gen01 - gen30  1.966006872 1.981614 0.3424
gen02 - gen03  0.177924765 1.608895 0.9140
gen02 - gen04  0.089332042 1.994508 0.9650
gen02 - gen05 -0.377982279 1.945005 0.8494
gen02 - gen06  0.266464759 1.981614 0.8954
gen02 - gen07  1.598988258 1.852361 0.4064
gen02 - gen08 -1.301799049 1.945005 0.5172
gen02 - gen09 -2.575606843 1.975553 0.2190
gen02 - gen10 -3.861042100 1.945005 0.0726
gen02 - gen11 -1.022582685 1.852361 0.5920
gen02 - gen12  0.244241885 1.608895 0.8820
gen02 - gen13  1.100899991 1.608895 0.5080
gen02 - gen14 -0.220049360 1.995995 0.9142
gen02 - gen15 -0.067038381 1.788631 0.9708
gen02 - gen16 -1.882615234 1.981614 0.3624
gen02 - gen17 -1.296471263 1.852361 0.4986
gen02 - gen18 -2.221175244 1.788631 0.2402
gen02 - gen19 -2.829619995 2.001335 0.1850
gen02 - gen20  1.130104598 1.994508 0.5824
gen02 - gen21  0.461551892 1.981614 0.8202
gen02 - gen22 -0.702419183 1.922628 0.7218
gen02 - gen23 -0.151983660 1.945005 0.9392
gen02 - gen24  0.851257016 1.852361 0.6548
gen02 - gen25  0.188719734 1.608895 0.9088
gen02 - gen26 -1.384458145 1.995995 0.5024
gen02 - gen27 -1.036605197 1.975553 0.6102
gen02 - gen28 -0.639001397 1.994508 0.7546
gen02 - gen29 -1.062120962 1.981614 0.6026
gen02 - gen30 -0.878175866 1.922628 0.6568
gen03 - gen04 -0.088592723 1.990728 0.9654
gen03 - gen05 -0.555907045 1.914426 0.7770
gen03 - gen06  0.088539994 1.984825 0.9652
gen03 - gen07  1.421063493 1.628410 0.4014
gen03 - gen08 -1.479723814 1.963311 0.4668
gen03 - gen09 -2.753531608 1.981614 0.1922
gen03 - gen10 -4.038966865 1.875113 0.0542
gen03 - gen11 -1.200507450 1.826158 0.5244
gen03 - gen12  0.066317119 1.826158 0.9716
gen03 - gen13  0.922975226 1.769964 0.6124
gen03 - gen14 -0.397974125 1.994508 0.8454
gen03 - gen15 -0.244963146 1.852361 0.8972
gen03 - gen16 -2.060539999 1.955002 0.3144
gen03 - gen17 -1.474396028 1.875113 0.4484
gen03 - gen18 -2.399100009 1.608895 0.1640
gen03 - gen19 -3.007544760 1.994508 0.1598
gen03 - gen20  0.952179833 1.984825 0.6408
gen03 - gen21  0.283627127 1.963311 0.8878
gen03 - gen22 -0.880343948 1.852361 0.6440
gen03 - gen23 -0.329908425 1.955002 0.8690
gen03 - gen24  0.673332250 1.914426 0.7316
gen03 - gen25  0.010794969 1.628410 0.9948
gen03 - gen26 -1.562382910 1.981614 0.4470
gen03 - gen27 -1.214529962 1.945005 0.5450
gen03 - gen28 -0.816926162 1.989952 0.6894
gen03 - gen29 -1.240045727 1.982955 0.5444
gen03 - gen30 -1.056100631 1.945005 0.5980
gen04 - gen05 -0.467314321 1.955002 0.8154
gen04 - gen06  0.177132717 1.628410 0.9154
gen04 - gen07  1.509656216 1.984825 0.4628
gen04 - gen08 -1.391131091 1.875113 0.4736
gen04 - gen09 -2.664938885 1.852361 0.1780
gen04 - gen10 -3.950374142 1.963311 0.0694
gen04 - gen11 -1.111914727 1.982955 0.5862
gen04 - gen12  0.154909843 1.982955 0.9392
gen04 - gen13  1.011567949 1.989952 0.6212
gen04 - gen14 -0.309381402 1.608895 0.8510
gen04 - gen15 -0.156370423 1.981614 0.9386
gen04 - gen16 -1.971947275 1.914426 0.3252
gen04 - gen17 -1.385803305 1.963311 0.4950
gen04 - gen18 -2.310507285 1.994508 0.2712
gen04 - gen19 -2.918952037 1.608895 0.0970
gen04 - gen20  1.040772556 1.628410 0.5358
gen04 - gen21  0.372219851 1.875113 0.8462
gen04 - gen22 -0.791751225 1.981614 0.6972
gen04 - gen23 -0.241315701 1.914426 0.9020
gen04 - gen24  0.761924974 1.955002 0.7042
gen04 - gen25  0.099387692 1.984825 0.9610
gen04 - gen26 -1.473790187 1.852361 0.4430
gen04 - gen27 -1.125937238 1.945005 0.5744
gen04 - gen28 -0.728333438 1.769964 0.6886
gen04 - gen29 -1.151453003 1.826158 0.5412
gen04 - gen30 -0.967507908 1.945005 0.6286
gen05 - gen06  0.644447038 1.982955 0.7512
gen05 - gen07  1.976970538 1.826158 0.3022
gen05 - gen08 -0.923816770 1.989952 0.6516
gen05 - gen09 -2.197624563 1.994508 0.2940
gen05 - gen10 -3.483059821 1.769964 0.0748
gen05 - gen11 -0.644600406 1.628410 0.6998
gen05 - gen12  0.622224164 1.955002 0.7562
gen05 - gen13  1.478882271 1.875113 0.4470
gen05 - gen14  0.157932920 1.981614 0.9380
gen05 - gen15  0.310943898 1.981614 0.8782
gen05 - gen16 -1.504632954 1.826158 0.4274
gen05 - gen17 -0.918488984 1.984825 0.6526
gen05 - gen18 -1.843192964 1.852361 0.3410
gen05 - gen19 -2.451637716 1.945005 0.2336
gen05 - gen20  1.508086877 1.875113 0.4382
gen05 - gen21  0.839534172 1.628410 0.6164
gen05 - gen22 -0.324436904 1.608895 0.8438
gen05 - gen23  0.225998620 1.990728 0.9116
gen05 - gen24  1.229239295 1.982955 0.5480
gen05 - gen25  0.566702014 1.963311 0.7782
gen05 - gen26 -1.006475865 1.852361 0.5978
gen05 - gen27 -0.658622917 1.608895 0.6902
gen05 - gen28 -0.261019117 1.963311 0.8966
gen05 - gen29 -0.684138682 1.984825 0.7368
gen05 - gen30 -0.500193587 1.994508 0.8066
gen06 - gen07  1.332523499 1.990728 0.5170
gen06 - gen08 -1.568263808 1.628410 0.3562
gen06 - gen09 -2.842071602 1.608895 0.1050
gen06 - gen10 -4.127506859 1.984825 0.0618
gen06 - gen11 -1.289047444 1.989952 0.5304
gen06 - gen12 -0.022222874 1.955002 0.9912
gen06 - gen13  0.834435232 1.982955 0.6820
gen06 - gen14 -0.486514119 1.608895 0.7680
gen06 - gen15 -0.333503140 1.945005 0.8670
gen06 - gen16 -2.149079993 1.963311 0.2970
gen06 - gen17 -1.562936022 1.914426 0.4316
gen06 - gen18 -2.487640003 1.994508 0.2382
gen06 - gen19 -3.096084754 1.852361 0.1228
gen06 - gen20  0.863639839 1.875113 0.6540
gen06 - gen21  0.195087133 1.955002 0.9224
gen06 - gen22 -0.968883942 1.994508 0.6366
gen06 - gen23 -0.418448419 1.826158 0.8230
gen06 - gen24  0.584792257 1.875113 0.7610
gen06 - gen25 -0.077745025 1.963311 0.9692
gen06 - gen26 -1.650922904 1.945005 0.4140
gen06 - gen27 -1.303069955 1.981614 0.5244
gen06 - gen28 -0.905466156 1.826158 0.6298
gen06 - gen29 -1.328585721 1.769964 0.4686
gen06 - gen30 -1.144640625 1.852361 0.5492
gen07 - gen08 -2.900787307 1.984825 0.1718
gen07 - gen09 -4.174595101 1.994508 0.0604
gen07 - gen10 -5.460030358 1.628410 0.0064
gen07 - gen11 -2.621570943 1.769964 0.1666
gen07 - gen12 -1.354746374 1.914426 0.4938
gen07 - gen13 -0.498088267 1.826158 0.7900
gen07 - gen14 -1.819037618 1.994508 0.3814
gen07 - gen15 -1.666026639 1.945005 0.4100
gen07 - gen16 -3.481603492 1.875113 0.0904
gen07 - gen17 -2.895459521 1.955002 0.1666
gen07 - gen18 -3.820163502 1.608895 0.0368
gen07 - gen19 -4.428608253 1.981614 0.0472
gen07 - gen20 -0.468883660 1.963311 0.8156
gen07 - gen21 -1.137436366 1.914426 0.5644
gen07 - gen22 -2.301407441 1.608895 0.1804
gen07 - gen23 -1.750971918 1.982955 0.3962
gen07 - gen24 -0.747731243 1.963311 0.7106
gen07 - gen25 -1.410268524 1.875113 0.4678
gen07 - gen26 -2.983446403 1.945005 0.1532
gen07 - gen27 -2.635593455 1.852361 0.1826
gen07 - gen28 -2.237989655 1.982955 0.2830
gen07 - gen29 -2.661109220 1.989952 0.2082
gen07 - gen30 -2.477164124 1.981614 0.2372
gen08 - gen09 -1.273807794 1.608895 0.4452
gen08 - gen10 -2.559243051 1.990728 0.2250
gen08 - gen11  0.279216364 1.982955 0.8906
gen08 - gen12  1.546040934 1.875113 0.4272
gen08 - gen13  2.402699040 1.955002 0.2448
gen08 - gen14  1.081749689 1.852361 0.5710
gen08 - gen15  1.234760668 1.852361 0.5188
gen08 - gen16 -0.580816184 1.984825 0.7752
gen08 - gen17  0.005327786 1.826158 0.9978
gen08 - gen18 -0.919376194 1.981614 0.6518
gen08 - gen19 -1.527820946 1.945005 0.4488
gen08 - gen20  2.431903647 1.955002 0.2394
gen08 - gen21  1.763350942 1.982955 0.3928
gen08 - gen22  0.599379866 1.994508 0.7694
gen08 - gen23  1.149815390 1.769964 0.5292
gen08 - gen24  2.153056065 1.628410 0.2130
gen08 - gen25  1.490518784 1.914426 0.4526
gen08 - gen26 -0.082659096 1.981614 0.9674
gen08 - gen27  0.265193853 1.994508 0.8966
gen08 - gen28  0.662797653 1.914426 0.7358
gen08 - gen29  0.239678088 1.826158 0.8980
gen08 - gen30  0.423623183 1.608895 0.7972
gen09 - gen10 -1.285435257 1.994508 0.5324
gen09 - gen11  1.553024158 1.994508 0.4526
gen09 - gen12  2.819848727 1.945005 0.1750
gen09 - gen13  3.676506834 1.981614 0.0906
gen09 - gen14  2.355557483 1.788631 0.2146
gen09 - gen15  2.508568462 1.922628 0.2186
gen09 - gen16  0.692991609 1.981614 0.7332
gen09 - gen17  1.279135580 1.852361 0.5042
gen09 - gen18  0.354431599 1.995995 0.8622
gen09 - gen19 -0.254013152 1.922628 0.8972
gen09 - gen20  3.705711441 1.945005 0.0832
gen09 - gen21  3.037158735 1.981614 0.1536
gen09 - gen22  1.873187660 2.001335 0.3694
gen09 - gen23  2.423623183 1.608895 0.1602
gen09 - gen24  3.426863858 1.852361 0.0914
gen09 - gen25  2.764326577 1.945005 0.1830
gen09 - gen26  1.191148698 1.975553 0.5588
gen09 - gen27  1.539001646 1.995995 0.4570
gen09 - gen28  1.936605446 1.852361 0.3182
gen09 - gen29  1.513485881 1.608895 0.3670
gen09 - gen30  1.697430977 1.788631 0.3630
gen10 - gen11  2.838459415 1.826158 0.1484
gen10 - gen12  4.105283985 1.963311 0.0606
gen10 - gen13  4.961942091 1.914426 0.0250
gen10 - gen14  3.640992740 1.981614 0.0932
gen10 - gen15  3.794003719 1.981614 0.0818
gen10 - gen16  1.978426866 1.628410 0.2498
gen10 - gen17  2.564570837 1.982955 0.2224
gen10 - gen18  1.639866856 1.852361 0.3950
gen10 - gen19  1.031422105 1.945005 0.6064
gen10 - gen20  4.991146698 1.914426 0.0244
gen10 - gen21  4.322593992 1.826158 0.0374
gen10 - gen22  3.158622917 1.608895 0.0754
gen10 - gen23  3.709058440 1.989952 0.0892
gen10 - gen24  4.712299116 1.984825 0.0368
gen10 - gen25  4.049761834 1.955002 0.0626
gen10 - gen26  2.476583955 1.852361 0.2082
gen10 - gen27  2.824436904 1.608895 0.1070
gen10 - gen28  3.222040704 1.955002 0.1276
gen10 - gen29  2.798921138 1.982955 0.1858
gen10 - gen30  2.982866234 1.994508 0.1630
gen11 - gen12  1.266824570 1.875113 0.5132
gen11 - gen13  2.123482676 1.628410 0.2188
gen11 - gen14  0.802533325 1.994508 0.6952
gen11 - gen15  0.955544304 1.945005 0.6328
gen11 - gen16 -0.860032549 1.914426 0.6620
gen11 - gen17 -0.273888578 1.963311 0.8916
gen11 - gen18 -1.198592559 1.608895 0.4720
gen11 - gen19 -1.807037310 1.981614 0.3814
gen11 - gen20  2.152687283 1.955002 0.2944
gen11 - gen21  1.484134577 1.875113 0.4454
gen11 - gen22  0.320163502 1.608895 0.8458
gen11 - gen23  0.870599025 1.984825 0.6694
gen11 - gen24  1.873839701 1.955002 0.3584
gen11 - gen25  1.211302419 1.914426 0.5398
gen11 - gen26 -0.361875460 1.945005 0.8558
gen11 - gen27 -0.014022512 1.852361 0.9940
gen11 - gen28  0.383581288 1.984825 0.8502
gen11 - gen29 -0.039538277 1.990728 0.9846
gen11 - gen30  0.144406819 1.981614 0.9432
gen12 - gen13  0.856658107 1.628410 0.6092
gen12 - gen14 -0.464291244 1.981614 0.8190
gen12 - gen15 -0.311280266 1.608895 0.8502
gen12 - gen16 -2.126857118 1.984825 0.3068
gen12 - gen17 -1.540713148 1.826158 0.4168
gen12 - gen18 -2.465417128 1.852361 0.2102
gen12 - gen19 -3.073861880 1.994508 0.1516
gen12 - gen20  0.885862713 1.989952 0.6648
gen12 - gen21  0.217310008 1.982955 0.9148
gen12 - gen22 -0.946661068 1.945005 0.6360
gen12 - gen23 -0.396225544 1.914426 0.8398
gen12 - gen24  0.607015131 1.628410 0.7164
gen12 - gen25 -0.055522150 1.769964 0.9756
gen12 - gen26 -1.628700029 1.994508 0.4314
gen12 - gen27 -1.280847081 1.981614 0.5312
gen12 - gen28 -0.883243281 1.984825 0.6650
gen12 - gen29 -1.306362846 1.963311 0.5196
gen12 - gen30 -1.122417751 1.852361 0.5568
gen13 - gen14 -1.320949351 1.994508 0.5214
gen13 - gen15 -1.167938372 1.852361 0.5412
gen13 - gen16 -2.983515225 1.963311 0.1568
gen13 - gen17 -2.397371254 1.914426 0.2364
gen13 - gen18 -3.322075235 1.608895 0.0634
gen13 - gen19 -3.930519986 1.994508 0.0744
gen13 - gen20  0.029204607 1.982955 0.9886
gen13 - gen21 -0.639348099 1.955002 0.7498
gen13 - gen22 -1.803319174 1.852361 0.3512
gen13 - gen23 -1.252883651 1.963311 0.5364
gen13 - gen24 -0.249642975 1.875113 0.8964
gen13 - gen25 -0.912180257 1.826158 0.6272
gen13 - gen26 -2.485358136 1.981614 0.2358
gen13 - gen27 -2.137505188 1.945005 0.2952
gen13 - gen28 -1.739901388 1.990728 0.4008
gen13 - gen29 -2.163020953 1.984825 0.2992
gen13 - gen30 -1.979075857 1.945005 0.3308
gen14 - gen15  0.153010979 1.975553 0.9396
gen14 - gen16 -1.662565874 1.945005 0.4108
gen14 - gen17 -1.076421903 1.945005 0.5910
gen14 - gen18 -2.001125884 2.001335 0.3388
gen14 - gen19 -2.609570635 1.788631 0.1726
gen14 - gen20  1.350153958 1.852361 0.4814
gen14 - gen21  0.681601252 1.945005 0.7326
gen14 - gen22 -0.482369823 1.995995 0.8134
gen14 - gen23  0.068065700 1.852361 0.9714
gen14 - gen24  1.071306376 1.945005 0.5928
gen14 - gen25  0.408769094 1.981614 0.8404
gen14 - gen26 -1.164408785 1.922628 0.5570
gen14 - gen27 -0.816555837 1.975553 0.6874
gen14 - gen28 -0.418952037 1.608895 0.7994
gen14 - gen29 -0.842071602 1.608895 0.6110
gen14 - gen30 -0.658126506 1.922628 0.7386
gen15 - gen16 -1.815576852 1.994508 0.3822
gen15 - gen17 -1.229432882 1.608895 0.4608
gen15 - gen18 -2.154136863 1.922628 0.2864
gen15 - gen19 -2.762581614 1.995995 0.1938
gen15 - gen20  1.197142979 1.994508 0.5606
gen15 - gen21  0.528590274 1.994508 0.7958
gen15 - gen22 -0.635380802 1.975553 0.7538
gen15 - gen23 -0.084945279 1.852361 0.9642
gen15 - gen24  0.918295397 1.608895 0.5796
gen15 - gen25  0.255758115 1.608895 0.8766
gen15 - gen26 -1.317419764 2.001335 0.5240
gen15 - gen27 -0.969566815 1.995995 0.6366
gen15 - gen28 -0.571963015 1.981614 0.7782
gen15 - gen29 -0.995082580 1.945005 0.6190
gen15 - gen30 -0.811137485 1.788631 0.6590
gen16 - gen17  0.586143971 1.989952 0.7738
gen16 - gen18 -0.338560010 1.945005 0.8650
gen16 - gen19 -0.947004761 1.852361 0.6192
gen16 - gen20  3.012719832 1.826158 0.1272
gen16 - gen21  2.344167126 1.769964 0.2122
gen16 - gen22  1.180196051 1.852361 0.5370
gen16 - gen23  1.730631574 1.982955 0.4014
gen16 - gen24  2.733872249 1.990728 0.1970
gen16 - gen25  2.071334968 1.982955 0.3186
gen16 - gen26  0.498157089 1.608895 0.7626
gen16 - gen27  0.846010037 1.608895 0.6094
gen16 - gen28  1.243613837 1.875113 0.5208
gen16 - gen29  0.820494272 1.955002 0.6828
gen16 - gen30  1.004439367 1.994508 0.6244
gen17 - gen18 -0.924703981 1.945005 0.6438
gen17 - gen19 -1.533148732 1.981614 0.4554
gen17 - gen20  2.426575861 1.984825 0.2470
gen17 - gen21  1.758023155 1.990728 0.3960
gen17 - gen22  0.594052080 1.981614 0.7700
gen17 - gen23  1.144487603 1.628410 0.4968
gen17 - gen24  2.147728279 1.769964 0.2504
gen17 - gen25  1.485190997 1.628410 0.3812
gen17 - gen26 -0.087986882 1.994508 0.9656
gen17 - gen27  0.259866067 1.994508 0.8986
gen17 - gen28  0.657469866 1.955002 0.7430
gen17 - gen29  0.234350301 1.875113 0.9028
gen17 - gen30  0.418295397 1.608895 0.7996
gen18 - gen19 -0.608444751 1.995995 0.7662
gen18 - gen20  3.351279842 1.981614 0.1190
gen18 - gen21  2.682727136 1.945005 0.1952
gen18 - gen22  1.518756061 1.788631 0.4140
gen18 - gen23  2.069191584 1.981614 0.3188
gen18 - gen24  3.072432259 1.945005 0.1424
gen18 - gen25  2.409894978 1.852361 0.2198
gen18 - gen26  0.836717099 1.975553 0.6800
gen18 - gen27  1.184570047 1.922628 0.5504
gen18 - gen28  1.582173847 1.994508 0.4444
gen18 - gen29  1.159054282 1.994508 0.5728
gen18 - gen30  1.342999377 1.975553 0.5106
gen19 - gen20  3.959724593 1.608895 0.0316
gen19 - gen21  3.291171887 1.852361 0.1032
gen19 - gen22  2.127200812 1.975553 0.3046
gen19 - gen23  2.677636335 1.945005 0.1960
gen19 - gen24  3.680877011 1.981614 0.0902
gen19 - gen25  3.018339729 1.994508 0.1584
gen19 - gen26  1.445161850 1.788631 0.4362
gen19 - gen27  1.793014799 1.922628 0.3710
gen19 - gen28  2.190618598 1.608895 0.2006
gen19 - gen29  1.767499033 1.852361 0.3604
gen19 - gen30  1.951444129 1.975553 0.3444
gen20 - gen21 -0.668552706 1.628410 0.6892
gen20 - gen22 -1.832523781 1.945005 0.3664
gen20 - gen23 -1.282088258 1.963311 0.5272
gen20 - gen24 -0.278847582 1.982955 0.8908
gen20 - gen25 -0.941384864 1.990728 0.6456
gen20 - gen26 -2.514562743 1.608895 0.1464
gen20 - gen27 -2.166709795 1.852361 0.2668
gen20 - gen28 -1.769105995 1.826158 0.3534
gen20 - gen29 -2.192225560 1.914426 0.2764
gen20 - gen30 -2.008280464 1.981614 0.3326
gen21 - gen22 -1.163971075 1.852361 0.5426
gen21 - gen23 -0.613535552 1.984825 0.7630
gen21 - gen24  0.389705123 1.989952 0.8484
gen21 - gen25 -0.272832158 1.984825 0.8932
gen21 - gen26 -1.846010037 1.608895 0.2756
gen21 - gen27 -1.498157089 1.608895 0.3718
gen21 - gen28 -1.100553289 1.914426 0.5770
gen21 - gen29 -1.523672854 1.963311 0.4540
gen21 - gen30 -1.339727759 1.994508 0.5156
gen22 - gen23  0.550435523 1.994508 0.7876
gen22 - gen24  1.553676199 1.981614 0.4496
gen22 - gen25  0.891138917 1.945005 0.6558
gen22 - gen26 -0.682038962 1.922628 0.7294
gen22 - gen27 -0.334186013 1.788631 0.8552
gen22 - gen28  0.063417786 1.981614 0.9750
gen22 - gen29 -0.359701779 1.994508 0.8602
gen22 - gen30 -0.175756683 1.995995 0.9314
gen23 - gen24  1.003240675 1.826158 0.5938
gen23 - gen25  0.340703394 1.875113 0.8592
gen23 - gen26 -1.232474485 1.981614 0.5466
gen23 - gen27 -0.884621537 1.994508 0.6660
gen23 - gen28 -0.487017737 1.875113 0.7998
gen23 - gen29 -0.910137302 1.628410 0.5874
gen23 - gen30 -0.726192206 1.608895 0.6604
gen24 - gen25 -0.662537281 1.826158 0.7236
gen24 - gen26 -2.235715160 1.994508 0.2862
gen24 - gen27 -1.887862212 1.994508 0.3642
gen24 - gen28 -1.490258412 1.963311 0.4638
gen24 - gen29 -1.913377977 1.914426 0.3390
gen24 - gen30 -1.729432882 1.608895 0.3054
gen25 - gen26 -1.573177879 1.994508 0.4470
gen25 - gen27 -1.225324931 1.981614 0.5490
gen25 - gen28 -0.827721131 1.982955 0.6844
gen25 - gen29 -1.250840696 1.955002 0.5354
gen25 - gen30 -1.066895600 1.852361 0.5762
gen26 - gen27  0.347852948 1.788631 0.8494
gen26 - gen28  0.745456748 1.852361 0.6950
gen26 - gen29  0.322337183 1.945005 0.8714
gen26 - gen30  0.506282279 1.995995 0.8044
gen27 - gen28  0.397603800 1.945005 0.8418
gen27 - gen29 -0.025515765 1.981614 0.9900
gen27 - gen30  0.158429330 2.001335 0.9384
gen28 - gen29 -0.423119565 1.628410 0.7998
gen28 - gen30 -0.239174470 1.945005 0.9044
gen29 - gen30  0.183945095 1.852361 0.9226

$means
      yield yield.adj       SE r       std Min Max  Q25 Q50  Q75
gen01   7.5  6.702668 1.418665 2 0.7071068   7   8 7.25 7.5 7.75
gen02   3.5  3.858485 1.424506 2 3.5355339   1   6 2.25 3.5 4.75
gen03   3.5  3.680560 1.418665 2 3.5355339   1   6 2.25 3.5 4.75
gen04   5.0  3.769153 1.418665 2 1.4142136   4   6 4.50 5.0 5.50
gen05   4.5  4.236467 1.418665 2 4.9497475   1   8 2.75 4.5 6.25
gen06   3.5  3.592020 1.418665 2 2.1213203   2   5 2.75 3.5 4.25
gen07   3.5  2.259497 1.418665 2 2.1213203   2   5 2.75 3.5 4.25
gen08   5.0  5.160284 1.418665 2 1.4142136   4   6 4.50 5.0 5.50
gen09   6.5  6.434092 1.424506 2 0.7071068   6   7 6.25 6.5 6.75
gen10   7.0  7.719527 1.418665 2 2.8284271   5   9 6.00 7.0 8.00
gen11   3.5  4.881068 1.418665 2 2.1213203   2   5 2.75 3.5 4.25
gen12   3.5  3.614243 1.418665 2 0.7071068   3   4 3.25 3.5 3.75
gen13   3.5  2.757585 1.418665 2 2.1213203   2   5 2.75 3.5 4.25
gen14   3.5  4.078535 1.424506 2 2.1213203   2   5 2.75 3.5 4.25
gen15   3.0  3.925524 1.424506 2 2.8284271   1   5 2.00 3.0 4.00
gen16   5.0  5.741100 1.418665 2 1.4142136   4   6 4.50 5.0 5.50
gen17   5.5  5.154956 1.418665 2 2.1213203   4   7 4.75 5.5 6.25
gen18   7.0  6.079660 1.424506 2 0.0000000   7   7 7.00 7.0 7.00
gen19   8.0  6.688105 1.424506 2 1.4142136   7   9 7.50 8.0 8.50
gen20   2.5  2.728381 1.418665 2 2.1213203   1   4 1.75 2.5 3.25
gen21   4.0  3.396933 1.418665 2 4.2426407   1   7 2.50 4.0 5.50
gen22   3.5  4.560904 1.424506 2 3.5355339   1   6 2.25 3.5 4.75
gen23   5.0  4.010469 1.418665 2 1.4142136   4   6 4.50 5.0 5.50
gen24   2.5  3.007228 1.418665 2 2.1213203   1   4 1.75 2.5 3.25
gen25   2.5  3.669765 1.418665 2 0.7071068   2   3 2.25 2.5 2.75
gen26   4.5  5.242943 1.424506 2 3.5355339   2   7 3.25 4.5 5.75
gen27   5.5  4.895090 1.424506 2 4.9497475   2   9 3.75 5.5 7.25
gen28   4.0  4.497487 1.418665 2 2.8284271   2   6 3.00 4.0 5.00
gen29   4.5  4.920606 1.418665 2 2.1213203   3   6 3.75 4.5 5.25
gen30   5.5  4.736661 1.424506 2 0.7071068   5   6 5.25 5.5 5.75

$groups
      yield.adj groups
gen10  7.719527      a
gen01  6.702668     ab
gen19  6.688105     ab
gen09  6.434092    abc
gen18  6.079660    abc
gen16  5.741100    abc
gen26  5.242943    abc
gen08  5.160284    abc
gen17  5.154956    abc
gen29  4.920606    abc
gen27  4.895090    abc
gen11  4.881068    abc
gen30  4.736661    abc
gen22  4.560904    abc
gen28  4.497487    abc
gen05  4.236467    abc
gen14  4.078535    abc
gen23  4.010469    abc
gen15  3.925524    abc
gen02  3.858485    abc
gen04  3.769153    abc
gen03  3.680560    abc
gen25  3.669765    abc
gen12  3.614243    abc
gen06  3.592020    abc
gen21  3.396933     bc
gen24  3.007228     bc
gen13  2.757585     bc
gen20  2.728381      c
gen07  2.259497      c

$vartau
            [,1]       [,2]       [,3]       [,4]       [,5]       [,6]
 [1,] 2.01260952 0.03188288 0.04655440 0.34518357 0.18009671 0.18009671
 [2,] 0.03188288 2.02921724 0.72664106 0.03188288 0.12939052 0.05751596
 [3,] 0.04655440 0.72664106 2.01260952 0.03111061 0.18009671 0.04284445
 [4,] 0.34518357 0.03188288 0.03111061 2.01260952 0.10159224 0.68674950
 [5,] 0.18009671 0.12939052 0.18009671 0.10159224 2.01260952 0.04655440
 [6,] 0.18009671 0.05751596 0.04284445 0.68674950 0.04655440 2.01260952
 [7,] 0.10159224 0.30529201 0.68674950 0.04284445 0.34518357 0.03111061
 [8,] 0.08531425 0.12939052 0.08531425 0.25458582 0.03265515 0.68674950
 [9,] 0.12939052 0.07781324 0.05751596 0.30529201 0.03188288 0.72664106
[10,] 0.25458582 0.12939052 0.25458582 0.08531425 0.44622394 0.04284445
[11,] 0.08531425 0.30529201 0.34518357 0.04655440 0.68674950 0.03265515
[12,] 0.03111061 0.72664106 0.34518357 0.04655440 0.10159224 0.10159224
[13,] 0.04284445 0.72664106 0.44622394 0.03265515 0.25458582 0.04655440
[14,] 0.30529201 0.03721868 0.03188288 0.72664106 0.05751596 0.72664106
[15,] 0.03188288 0.42961621 0.30529201 0.05751596 0.05751596 0.12939052
[16,] 0.68674950 0.05751596 0.10159224 0.18009671 0.34518357 0.08531425
[17,] 0.04655440 0.30529201 0.25458582 0.08531425 0.04284445 0.18009671
[18,] 0.05751596 0.42961621 0.72664106 0.03188288 0.30529201 0.03188288
[19,] 0.72664106 0.02654707 0.03188288 0.72664106 0.12939052 0.30529201
[20,] 0.44622394 0.03188288 0.04284445 0.68674950 0.25458582 0.25458582
[21,] 0.34518357 0.05751596 0.08531425 0.25458582 0.68674950 0.10159224
[22,] 0.12939052 0.18096780 0.30529201 0.05751596 0.72664106 0.03188288
[23,] 0.10159224 0.12939052 0.10159224 0.18009671 0.03111061 0.34518357
[24,] 0.04284445 0.30529201 0.18009671 0.10159224 0.04655440 0.25458582
[25,] 0.03265515 0.72664106 0.68674950 0.04284445 0.08531425 0.08531425
[26,] 0.72664106 0.03721868 0.05751596 0.30529201 0.30529201 0.12939052
[27,] 0.30529201 0.07781324 0.12939052 0.12939052 0.72664106 0.05751596
[28,] 0.68674950 0.03188288 0.03265515 0.44622394 0.08531425 0.34518357
[29,] 0.25458582 0.05751596 0.04655440 0.34518357 0.04284445 0.44622394
[30,] 0.05751596 0.18096780 0.12939052 0.12939052 0.03188288 0.30529201
            [,7]       [,8]       [,9]      [,10]      [,11]      [,12]
 [1,] 0.10159224 0.08531425 0.12939052 0.25458582 0.08531425 0.03111061
 [2,] 0.30529201 0.12939052 0.07781324 0.12939052 0.30529201 0.72664106
 [3,] 0.68674950 0.08531425 0.05751596 0.25458582 0.34518357 0.34518357
 [4,] 0.04284445 0.25458582 0.30529201 0.08531425 0.04655440 0.04655440
 [5,] 0.34518357 0.03265515 0.03188288 0.44622394 0.68674950 0.10159224
 [6,] 0.03111061 0.68674950 0.72664106 0.04284445 0.03265515 0.10159224
 [7,] 2.01260952 0.04284445 0.03188288 0.68674950 0.44622394 0.18009671
 [8,] 0.04284445 2.01260952 0.72664106 0.03111061 0.04655440 0.25458582
 [9,] 0.03188288 0.72664106 2.02921724 0.03188288 0.03188288 0.12939052
[10,] 0.68674950 0.03111061 0.03188288 2.01260952 0.34518357 0.08531425
[11,] 0.44622394 0.04655440 0.03188288 0.34518357 2.01260952 0.25458582
[12,] 0.18009671 0.25458582 0.12939052 0.08531425 0.25458582 2.01260952
[13,] 0.34518357 0.10159224 0.05751596 0.18009671 0.68674950 0.68674950
[14,] 0.03188288 0.30529201 0.42961621 0.05751596 0.03188288 0.05751596
[15,] 0.12939052 0.30529201 0.18096780 0.05751596 0.12939052 0.72664106
[16,] 0.25458582 0.04284445 0.05751596 0.68674950 0.18009671 0.04284445
[17,] 0.10159224 0.34518357 0.30529201 0.04655440 0.08531425 0.34518357
[18,] 0.72664106 0.05751596 0.03721868 0.30529201 0.72664106 0.30529201
[19,] 0.05751596 0.12939052 0.18096780 0.12939052 0.05751596 0.03188288
[20,] 0.08531425 0.10159224 0.12939052 0.18009671 0.10159224 0.03265515
[21,] 0.18009671 0.04655440 0.05751596 0.34518357 0.25458582 0.04655440
[22,] 0.72664106 0.03188288 0.02654707 0.72664106 0.72664106 0.12939052
[23,] 0.04655440 0.44622394 0.72664106 0.03265515 0.04284445 0.18009671
[24,] 0.08531425 0.68674950 0.30529201 0.04284445 0.10159224 0.68674950
[25,] 0.25458582 0.18009671 0.12939052 0.10159224 0.18009671 0.44622394
[26,] 0.12939052 0.05751596 0.07781324 0.30529201 0.12939052 0.03188288
[27,] 0.30529201 0.03188288 0.03721868 0.72664106 0.30529201 0.05751596
[28,] 0.04655440 0.18009671 0.30529201 0.10159224 0.04284445 0.04284445
[29,] 0.03265515 0.34518357 0.72664106 0.04655440 0.03111061 0.08531425
[30,] 0.05751596 0.72664106 0.42961621 0.03188288 0.05751596 0.30529201
           [,13]      [,14]      [,15]      [,16]      [,17]      [,18]
 [1,] 0.04284445 0.30529201 0.03188288 0.68674950 0.04655440 0.05751596
 [2,] 0.72664106 0.03721868 0.42961621 0.05751596 0.30529201 0.42961621
 [3,] 0.44622394 0.03188288 0.30529201 0.10159224 0.25458582 0.72664106
 [4,] 0.03265515 0.72664106 0.05751596 0.18009671 0.08531425 0.03188288
 [5,] 0.25458582 0.05751596 0.05751596 0.34518357 0.04284445 0.30529201
 [6,] 0.04655440 0.72664106 0.12939052 0.08531425 0.18009671 0.03188288
 [7,] 0.34518357 0.03188288 0.12939052 0.25458582 0.10159224 0.72664106
 [8,] 0.10159224 0.30529201 0.30529201 0.04284445 0.34518357 0.05751596
 [9,] 0.05751596 0.42961621 0.18096780 0.05751596 0.30529201 0.03721868
[10,] 0.18009671 0.05751596 0.05751596 0.68674950 0.04655440 0.30529201
[11,] 0.68674950 0.03188288 0.12939052 0.18009671 0.08531425 0.72664106
[12,] 0.68674950 0.05751596 0.72664106 0.04284445 0.34518357 0.30529201
[13,] 2.01260952 0.03188288 0.30529201 0.08531425 0.18009671 0.72664106
[14,] 0.03188288 2.02921724 0.07781324 0.12939052 0.12939052 0.02654707
[15,] 0.30529201 0.07781324 2.02921724 0.03188288 0.72664106 0.18096780
[16,] 0.08531425 0.12939052 0.03188288 2.01260952 0.03265515 0.12939052
[17,] 0.18009671 0.12939052 0.72664106 0.03265515 2.01260952 0.12939052
[18,] 0.72664106 0.02654707 0.18096780 0.12939052 0.12939052 2.02921724
[19,] 0.03188288 0.42961621 0.03721868 0.30529201 0.05751596 0.03721868
[20,] 0.04655440 0.30529201 0.03188288 0.34518357 0.04284445 0.05751596
[21,] 0.10159224 0.12939052 0.03188288 0.44622394 0.03111061 0.12939052
[22,] 0.30529201 0.03721868 0.07781324 0.30529201 0.05751596 0.42961621
[23,] 0.08531425 0.30529201 0.30529201 0.04655440 0.68674950 0.05751596
[24,] 0.25458582 0.12939052 0.72664106 0.03111061 0.44622394 0.12939052
[25,] 0.34518357 0.05751596 0.72664106 0.04655440 0.68674950 0.30529201
[26,] 0.05751596 0.18096780 0.02654707 0.72664106 0.03188288 0.07781324
[27,] 0.12939052 0.07781324 0.03721868 0.72664106 0.03188288 0.18096780
[28,] 0.03111061 0.72664106 0.05751596 0.25458582 0.10159224 0.03188288
[29,] 0.04284445 0.72664106 0.12939052 0.10159224 0.25458582 0.03188288
[30,] 0.12939052 0.18096780 0.42961621 0.03188288 0.72664106 0.07781324
           [,19]      [,20]      [,21]      [,22]      [,23]      [,24]
 [1,] 0.72664106 0.44622394 0.34518357 0.12939052 0.10159224 0.04284445
 [2,] 0.02654707 0.03188288 0.05751596 0.18096780 0.12939052 0.30529201
 [3,] 0.03188288 0.04284445 0.08531425 0.30529201 0.10159224 0.18009671
 [4,] 0.72664106 0.68674950 0.25458582 0.05751596 0.18009671 0.10159224
 [5,] 0.12939052 0.25458582 0.68674950 0.72664106 0.03111061 0.04655440
 [6,] 0.30529201 0.25458582 0.10159224 0.03188288 0.34518357 0.25458582
 [7,] 0.05751596 0.08531425 0.18009671 0.72664106 0.04655440 0.08531425
 [8,] 0.12939052 0.10159224 0.04655440 0.03188288 0.44622394 0.68674950
 [9,] 0.18096780 0.12939052 0.05751596 0.02654707 0.72664106 0.30529201
[10,] 0.12939052 0.18009671 0.34518357 0.72664106 0.03265515 0.04284445
[11,] 0.05751596 0.10159224 0.25458582 0.72664106 0.04284445 0.10159224
[12,] 0.03188288 0.03265515 0.04655440 0.12939052 0.18009671 0.68674950
[13,] 0.03188288 0.04655440 0.10159224 0.30529201 0.08531425 0.25458582
[14,] 0.42961621 0.30529201 0.12939052 0.03721868 0.30529201 0.12939052
[15,] 0.03721868 0.03188288 0.03188288 0.07781324 0.30529201 0.72664106
[16,] 0.30529201 0.34518357 0.44622394 0.30529201 0.04655440 0.03111061
[17,] 0.05751596 0.04284445 0.03111061 0.05751596 0.68674950 0.44622394
[18,] 0.03721868 0.05751596 0.12939052 0.42961621 0.05751596 0.12939052
[19,] 2.02921724 0.72664106 0.30529201 0.07781324 0.12939052 0.05751596
[20,] 0.72664106 2.01260952 0.68674950 0.12939052 0.08531425 0.04655440
[21,] 0.30529201 0.68674950 2.01260952 0.30529201 0.04284445 0.03265515
[22,] 0.07781324 0.12939052 0.30529201 2.02921724 0.03188288 0.05751596
[23,] 0.12939052 0.08531425 0.04284445 0.03188288 2.01260952 0.34518357
[24,] 0.05751596 0.04655440 0.03265515 0.05751596 0.34518357 2.01260952
[25,] 0.03188288 0.03111061 0.04284445 0.12939052 0.25458582 0.34518357
[26,] 0.42961621 0.72664106 0.72664106 0.18096780 0.05751596 0.03188288
[27,] 0.18096780 0.30529201 0.72664106 0.42961621 0.03188288 0.03188288
[28,] 0.72664106 0.34518357 0.18009671 0.05751596 0.25458582 0.08531425
[29,] 0.30529201 0.18009671 0.08531425 0.03188288 0.68674950 0.18009671
[30,] 0.07781324 0.05751596 0.03188288 0.03721868 0.72664106 0.72664106
           [,25]      [,26]      [,27]      [,28]      [,29]      [,30]
 [1,] 0.03265515 0.72664106 0.30529201 0.68674950 0.25458582 0.05751596
 [2,] 0.72664106 0.03721868 0.07781324 0.03188288 0.05751596 0.18096780
 [3,] 0.68674950 0.05751596 0.12939052 0.03265515 0.04655440 0.12939052
 [4,] 0.04284445 0.30529201 0.12939052 0.44622394 0.34518357 0.12939052
 [5,] 0.08531425 0.30529201 0.72664106 0.08531425 0.04284445 0.03188288
 [6,] 0.08531425 0.12939052 0.05751596 0.34518357 0.44622394 0.30529201
 [7,] 0.25458582 0.12939052 0.30529201 0.04655440 0.03265515 0.05751596
 [8,] 0.18009671 0.05751596 0.03188288 0.18009671 0.34518357 0.72664106
 [9,] 0.12939052 0.07781324 0.03721868 0.30529201 0.72664106 0.42961621
[10,] 0.10159224 0.30529201 0.72664106 0.10159224 0.04655440 0.03188288
[11,] 0.18009671 0.12939052 0.30529201 0.04284445 0.03111061 0.05751596
[12,] 0.44622394 0.03188288 0.05751596 0.04284445 0.08531425 0.30529201
[13,] 0.34518357 0.05751596 0.12939052 0.03111061 0.04284445 0.12939052
[14,] 0.05751596 0.18096780 0.07781324 0.72664106 0.72664106 0.18096780
[15,] 0.72664106 0.02654707 0.03721868 0.05751596 0.12939052 0.42961621
[16,] 0.04655440 0.72664106 0.72664106 0.25458582 0.10159224 0.03188288
[17,] 0.68674950 0.03188288 0.03188288 0.10159224 0.25458582 0.72664106
[18,] 0.30529201 0.07781324 0.18096780 0.03188288 0.03188288 0.07781324
[19,] 0.03188288 0.42961621 0.18096780 0.72664106 0.30529201 0.07781324
[20,] 0.03111061 0.72664106 0.30529201 0.34518357 0.18009671 0.05751596
[21,] 0.04284445 0.72664106 0.72664106 0.18009671 0.08531425 0.03188288
[22,] 0.12939052 0.18096780 0.42961621 0.05751596 0.03188288 0.03721868
[23,] 0.25458582 0.05751596 0.03188288 0.25458582 0.68674950 0.72664106
[24,] 0.34518357 0.03188288 0.03188288 0.08531425 0.18009671 0.72664106
[25,] 2.01260952 0.03188288 0.05751596 0.04655440 0.10159224 0.30529201
[26,] 0.03188288 2.02921724 0.42961621 0.30529201 0.12939052 0.03721868
[27,] 0.05751596 0.42961621 2.02921724 0.12939052 0.05751596 0.02654707
[28,] 0.04655440 0.30529201 0.12939052 2.01260952 0.68674950 0.12939052
[29,] 0.10159224 0.12939052 0.05751596 0.68674950 2.01260952 0.30529201
[30,] 0.30529201 0.03721868 0.02654707 0.12939052 0.30529201 2.02921724

attr(,"class")
[1] "group"

Warning  values plot is not adjusted

Alpha Design (0,1) - Serie  I 

Parameters Alpha Design
=======================
Treatmeans : 30
Block size : 3
Blocks     : 10
Replication: 2 

Efficiency factor
(E ) 0.6170213 

<<< Book >>>

<<< to see the objects: means, comparison and groups. >>>

Analysis of Variance Table

Response: y
          Df Sum Sq Mean Sq F value Pr(>F)
trt       29 32.669  1.1265  2.0066 0.1113
Residuals 11  6.175  0.5614               

<<< to see the objects: means, comparison and groups. >>>

Analysis of Variance Table

Response: y
                  Df  Sum Sq Mean Sq F value   Pr(>F)   
replication        1   0.600  0.6000  0.2983 0.595827   
trt.unadj         29 130.933  4.5149  2.2450 0.078789 . 
block/replication 18 171.278  9.5154  4.7315 0.005883 **
Residual          11  22.122  2.0111                    
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

      y.adj groups
10 7.719527      a
1  6.702668     ab
19 6.688105     ab
9  6.434092    abc
18 6.079660    abc
16 5.741100    abc
26 5.242943    abc
8  5.160284    abc
17 5.154956    abc
29 4.920606    abc
27 4.895090    abc
11 4.881068    abc
30 4.736661    abc
22 4.560904    abc
28 4.497487    abc
5  4.236467    abc
14 4.078535    abc
23 4.010469    abc
15 3.925524    abc
2  3.858485    abc
4  3.769153    abc
3  3.680560    abc
25 3.669765    abc
12 3.614243    abc
6  3.592020    abc
21 3.396933     bc
24 3.007228     bc
13 2.757585     bc
20 2.728381      c
7  2.259497      c

$ANOVA
Analysis of Variance Table

Response: y
                  Df  Sum Sq Mean Sq F value   Pr(>F)   
replication        1   0.600  0.6000  0.2983 0.595827   
trt.unadj         29 130.933  4.5149  2.2450 0.078789 . 
block/replication 18 171.278  9.5154  4.7315 0.005883 **
Residual          11  22.122  2.0111                    
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

$method
[1] "Variances component model"

$parameters
      test name.t treatments blockSize blocks r alpha
  PBIB-lsd    trt         30         3     10 2  0.05

$statistics
  Efficiency     Mean       CV
   0.6170213 4.533333 31.28236

$model

Call:
lm(formula = modelo)

Coefficients:
             (Intercept)              replication2                  trt.adj2  
                 6.18553                   1.34091                  -2.04151  
                trt.adj3                  trt.adj4                  trt.adj5  
                -2.34498                  -3.16077                  -1.98708  
                trt.adj6                  trt.adj7                  trt.adj8  
                -2.97703                  -4.05598                  -1.21435  
                trt.adj9                 trt.adj10                 trt.adj11  
                -0.09151                   1.65407                  -0.97703  
               trt.adj12                 trt.adj13                 trt.adj14  
                -2.34211                  -3.38804                  -2.44151  
               trt.adj15                 trt.adj16                 trt.adj17  
                -1.89151                  -0.49474                  -1.08565  
               trt.adj18                 trt.adj19                 trt.adj20  
                -0.19151                  -0.29151                  -3.93301  
               trt.adj21                 trt.adj22                 trt.adj23  
                -3.13828                  -1.34151                  -2.61866  
               trt.adj24                 trt.adj25                 trt.adj26  
                -3.04737                  -2.09091                  -1.14151  
               trt.adj27                 trt.adj28                 trt.adj29  
                -1.49151                  -2.07225                  -1.55598  
               trt.adj30   replication1:block.adj2   replication2:block.adj2  
                -1.74151                   2.60957                        NA  
 replication1:block.adj3   replication2:block.adj3   replication1:block.adj4  
                 1.02656                        NA                   0.72895  
 replication2:block.adj4   replication1:block.adj5   replication2:block.adj5  
                      NA                  -2.09187                        NA  
 replication1:block.adj6   replication2:block.adj6   replication1:block.adj7  
                -0.75789                        NA                   4.02010  
 replication2:block.adj7   replication1:block.adj8   replication2:block.adj8  
                      NA                   1.29641                        NA  
 replication1:block.adj9   replication2:block.adj9  replication1:block.adj10  
                -1.82895                        NA                  -2.69306  
replication2:block.adj10  replication1:block.adj11  replication2:block.adj11  
                      NA                        NA                  -4.75789  
replication1:block.adj12  replication2:block.adj12  replication1:block.adj13  
                      NA                  -0.52536                        NA  
replication2:block.adj13  replication1:block.adj14  replication2:block.adj14  
                 0.26148                        NA                  -1.83708  
replication1:block.adj15  replication2:block.adj15  replication1:block.adj16  
                      NA                  -3.45550                        NA  
replication2:block.adj16  replication1:block.adj17  replication2:block.adj17  
                -3.74904                        NA                   0.22895  
replication1:block.adj18  replication2:block.adj18  replication1:block.adj19  
                      NA                   0.06411                        NA  
replication2:block.adj19  replication1:block.adj20  replication2:block.adj20  
                 0.67105                        NA                        NA  


$Fstat
    Fit Statistics
AIC       210.4067
BIC       315.1239

$comparison
          Difference   stderr pvalue
1 - 2    2.844182738 1.994508 0.1816
1 - 3    3.022107503 1.982955 0.1558
1 - 4    2.933514780 1.826158 0.1364
1 - 5    2.466200458 1.914426 0.2242
1 - 6    3.110647497 1.914426 0.1324
1 - 7    4.443170996 1.955002 0.0440
1 - 8    1.542383689 1.963311 0.4486
1 - 9    0.268575895 1.945005 0.8926
1 - 10  -1.016859362 1.875113 0.5984
1 - 11   1.821600053 1.963311 0.3734
1 - 12   3.088424622 1.990728 0.1490
1 - 13   3.945082729 1.984825 0.0724
1 - 14   2.624133378 1.852361 0.1842
1 - 15   2.777144357 1.994508 0.1914
1 - 16   0.961567504 1.628410 0.5668
1 - 17   1.547711475 1.982955 0.4516
1 - 18   0.623007494 1.981614 0.7592
1 - 19   0.014562743 1.608895 0.9930
1 - 20   3.974287336 1.769964 0.0462
1 - 21   3.305734630 1.826158 0.0976
1 - 22   2.141763555 1.945005 0.2944
1 - 23   2.692199078 1.955002 0.1958
1 - 24   3.695439754 1.984825 0.0896
1 - 25   3.032902472 1.989952 0.1558
1 - 26   1.459724593 1.608895 0.3838
1 - 27   1.807577541 1.852361 0.3502
1 - 28   2.205181341 1.628410 0.2028
1 - 29   1.782061776 1.875113 0.3624
1 - 30   1.966006872 1.981614 0.3424
2 - 3    0.177924765 1.608895 0.9140
2 - 4    0.089332042 1.994508 0.9650
2 - 5   -0.377982279 1.945005 0.8494
2 - 6    0.266464759 1.981614 0.8954
2 - 7    1.598988258 1.852361 0.4064
2 - 8   -1.301799049 1.945005 0.5172
2 - 9   -2.575606843 1.975553 0.2190
2 - 10  -3.861042100 1.945005 0.0726
2 - 11  -1.022582685 1.852361 0.5920
2 - 12   0.244241885 1.608895 0.8820
2 - 13   1.100899991 1.608895 0.5080
2 - 14  -0.220049360 1.995995 0.9142
2 - 15  -0.067038381 1.788631 0.9708
2 - 16  -1.882615234 1.981614 0.3624
2 - 17  -1.296471263 1.852361 0.4986
2 - 18  -2.221175244 1.788631 0.2402
2 - 19  -2.829619995 2.001335 0.1850
2 - 20   1.130104598 1.994508 0.5824
2 - 21   0.461551892 1.981614 0.8202
2 - 22  -0.702419183 1.922628 0.7218
2 - 23  -0.151983660 1.945005 0.9392
2 - 24   0.851257016 1.852361 0.6548
2 - 25   0.188719734 1.608895 0.9088
2 - 26  -1.384458145 1.995995 0.5024
2 - 27  -1.036605197 1.975553 0.6102
2 - 28  -0.639001397 1.994508 0.7546
2 - 29  -1.062120962 1.981614 0.6026
2 - 30  -0.878175866 1.922628 0.6568
3 - 4   -0.088592723 1.990728 0.9654
3 - 5   -0.555907045 1.914426 0.7770
3 - 6    0.088539994 1.984825 0.9652
3 - 7    1.421063493 1.628410 0.4014
3 - 8   -1.479723814 1.963311 0.4668
3 - 9   -2.753531608 1.981614 0.1922
3 - 10  -4.038966865 1.875113 0.0542
3 - 11  -1.200507450 1.826158 0.5244
3 - 12   0.066317119 1.826158 0.9716
3 - 13   0.922975226 1.769964 0.6124
3 - 14  -0.397974125 1.994508 0.8454
3 - 15  -0.244963146 1.852361 0.8972
3 - 16  -2.060539999 1.955002 0.3144
3 - 17  -1.474396028 1.875113 0.4484
3 - 18  -2.399100009 1.608895 0.1640
3 - 19  -3.007544760 1.994508 0.1598
3 - 20   0.952179833 1.984825 0.6408
3 - 21   0.283627127 1.963311 0.8878
3 - 22  -0.880343948 1.852361 0.6440
3 - 23  -0.329908425 1.955002 0.8690
3 - 24   0.673332250 1.914426 0.7316
3 - 25   0.010794969 1.628410 0.9948
3 - 26  -1.562382910 1.981614 0.4470
3 - 27  -1.214529962 1.945005 0.5450
3 - 28  -0.816926162 1.989952 0.6894
3 - 29  -1.240045727 1.982955 0.5444
3 - 30  -1.056100631 1.945005 0.5980
4 - 5   -0.467314321 1.955002 0.8154
4 - 6    0.177132717 1.628410 0.9154
4 - 7    1.509656216 1.984825 0.4628
4 - 8   -1.391131091 1.875113 0.4736
4 - 9   -2.664938885 1.852361 0.1780
4 - 10  -3.950374142 1.963311 0.0694
4 - 11  -1.111914727 1.982955 0.5862
4 - 12   0.154909843 1.982955 0.9392
4 - 13   1.011567949 1.989952 0.6212
4 - 14  -0.309381402 1.608895 0.8510
4 - 15  -0.156370423 1.981614 0.9386
4 - 16  -1.971947275 1.914426 0.3252
4 - 17  -1.385803305 1.963311 0.4950
4 - 18  -2.310507285 1.994508 0.2712
4 - 19  -2.918952037 1.608895 0.0970
4 - 20   1.040772556 1.628410 0.5358
4 - 21   0.372219851 1.875113 0.8462
4 - 22  -0.791751225 1.981614 0.6972
4 - 23  -0.241315701 1.914426 0.9020
4 - 24   0.761924974 1.955002 0.7042
4 - 25   0.099387692 1.984825 0.9610
4 - 26  -1.473790187 1.852361 0.4430
4 - 27  -1.125937238 1.945005 0.5744
4 - 28  -0.728333438 1.769964 0.6886
4 - 29  -1.151453003 1.826158 0.5412
4 - 30  -0.967507908 1.945005 0.6286
5 - 6    0.644447038 1.982955 0.7512
5 - 7    1.976970538 1.826158 0.3022
5 - 8   -0.923816770 1.989952 0.6516
5 - 9   -2.197624563 1.994508 0.2940
5 - 10  -3.483059821 1.769964 0.0748
5 - 11  -0.644600406 1.628410 0.6998
5 - 12   0.622224164 1.955002 0.7562
5 - 13   1.478882271 1.875113 0.4470
5 - 14   0.157932920 1.981614 0.9380
5 - 15   0.310943898 1.981614 0.8782
5 - 16  -1.504632954 1.826158 0.4274
5 - 17  -0.918488984 1.984825 0.6526
5 - 18  -1.843192964 1.852361 0.3410
5 - 19  -2.451637716 1.945005 0.2336
5 - 20   1.508086877 1.875113 0.4382
5 - 21   0.839534172 1.628410 0.6164
5 - 22  -0.324436904 1.608895 0.8438
5 - 23   0.225998620 1.990728 0.9116
5 - 24   1.229239295 1.982955 0.5480
5 - 25   0.566702014 1.963311 0.7782
5 - 26  -1.006475865 1.852361 0.5978
5 - 27  -0.658622917 1.608895 0.6902
5 - 28  -0.261019117 1.963311 0.8966
5 - 29  -0.684138682 1.984825 0.7368
5 - 30  -0.500193587 1.994508 0.8066
6 - 7    1.332523499 1.990728 0.5170
6 - 8   -1.568263808 1.628410 0.3562
6 - 9   -2.842071602 1.608895 0.1050
6 - 10  -4.127506859 1.984825 0.0618
6 - 11  -1.289047444 1.989952 0.5304
6 - 12  -0.022222874 1.955002 0.9912
6 - 13   0.834435232 1.982955 0.6820
6 - 14  -0.486514119 1.608895 0.7680
6 - 15  -0.333503140 1.945005 0.8670
6 - 16  -2.149079993 1.963311 0.2970
6 - 17  -1.562936022 1.914426 0.4316
6 - 18  -2.487640003 1.994508 0.2382
6 - 19  -3.096084754 1.852361 0.1228
6 - 20   0.863639839 1.875113 0.6540
6 - 21   0.195087133 1.955002 0.9224
6 - 22  -0.968883942 1.994508 0.6366
6 - 23  -0.418448419 1.826158 0.8230
6 - 24   0.584792257 1.875113 0.7610
6 - 25  -0.077745025 1.963311 0.9692
6 - 26  -1.650922904 1.945005 0.4140
6 - 27  -1.303069955 1.981614 0.5244
6 - 28  -0.905466156 1.826158 0.6298
6 - 29  -1.328585721 1.769964 0.4686
6 - 30  -1.144640625 1.852361 0.5492
7 - 8   -2.900787307 1.984825 0.1718
7 - 9   -4.174595101 1.994508 0.0604
7 - 10  -5.460030358 1.628410 0.0064
7 - 11  -2.621570943 1.769964 0.1666
7 - 12  -1.354746374 1.914426 0.4938
7 - 13  -0.498088267 1.826158 0.7900
7 - 14  -1.819037618 1.994508 0.3814
7 - 15  -1.666026639 1.945005 0.4100
7 - 16  -3.481603492 1.875113 0.0904
7 - 17  -2.895459521 1.955002 0.1666
7 - 18  -3.820163502 1.608895 0.0368
7 - 19  -4.428608253 1.981614 0.0472
7 - 20  -0.468883660 1.963311 0.8156
7 - 21  -1.137436366 1.914426 0.5644
7 - 22  -2.301407441 1.608895 0.1804
7 - 23  -1.750971918 1.982955 0.3962
7 - 24  -0.747731243 1.963311 0.7106
7 - 25  -1.410268524 1.875113 0.4678
7 - 26  -2.983446403 1.945005 0.1532
7 - 27  -2.635593455 1.852361 0.1826
7 - 28  -2.237989655 1.982955 0.2830
7 - 29  -2.661109220 1.989952 0.2082
7 - 30  -2.477164124 1.981614 0.2372
8 - 9   -1.273807794 1.608895 0.4452
8 - 10  -2.559243051 1.990728 0.2250
8 - 11   0.279216364 1.982955 0.8906
8 - 12   1.546040934 1.875113 0.4272
8 - 13   2.402699040 1.955002 0.2448
8 - 14   1.081749689 1.852361 0.5710
8 - 15   1.234760668 1.852361 0.5188
8 - 16  -0.580816184 1.984825 0.7752
8 - 17   0.005327786 1.826158 0.9978
8 - 18  -0.919376194 1.981614 0.6518
8 - 19  -1.527820946 1.945005 0.4488
8 - 20   2.431903647 1.955002 0.2394
8 - 21   1.763350942 1.982955 0.3928
8 - 22   0.599379866 1.994508 0.7694
8 - 23   1.149815390 1.769964 0.5292
8 - 24   2.153056065 1.628410 0.2130
8 - 25   1.490518784 1.914426 0.4526
8 - 26  -0.082659096 1.981614 0.9674
8 - 27   0.265193853 1.994508 0.8966
8 - 28   0.662797653 1.914426 0.7358
8 - 29   0.239678088 1.826158 0.8980
8 - 30   0.423623183 1.608895 0.7972
9 - 10  -1.285435257 1.994508 0.5324
9 - 11   1.553024158 1.994508 0.4526
9 - 12   2.819848727 1.945005 0.1750
9 - 13   3.676506834 1.981614 0.0906
9 - 14   2.355557483 1.788631 0.2146
9 - 15   2.508568462 1.922628 0.2186
9 - 16   0.692991609 1.981614 0.7332
9 - 17   1.279135580 1.852361 0.5042
9 - 18   0.354431599 1.995995 0.8622
9 - 19  -0.254013152 1.922628 0.8972
9 - 20   3.705711441 1.945005 0.0832
9 - 21   3.037158735 1.981614 0.1536
9 - 22   1.873187660 2.001335 0.3694
9 - 23   2.423623183 1.608895 0.1602
9 - 24   3.426863858 1.852361 0.0914
9 - 25   2.764326577 1.945005 0.1830
9 - 26   1.191148698 1.975553 0.5588
9 - 27   1.539001646 1.995995 0.4570
9 - 28   1.936605446 1.852361 0.3182
9 - 29   1.513485881 1.608895 0.3670
9 - 30   1.697430977 1.788631 0.3630
10 - 11  2.838459415 1.826158 0.1484
10 - 12  4.105283985 1.963311 0.0606
10 - 13  4.961942091 1.914426 0.0250
10 - 14  3.640992740 1.981614 0.0932
10 - 15  3.794003719 1.981614 0.0818
10 - 16  1.978426866 1.628410 0.2498
10 - 17  2.564570837 1.982955 0.2224
10 - 18  1.639866856 1.852361 0.3950
10 - 19  1.031422105 1.945005 0.6064
10 - 20  4.991146698 1.914426 0.0244
10 - 21  4.322593992 1.826158 0.0374
10 - 22  3.158622917 1.608895 0.0754
10 - 23  3.709058440 1.989952 0.0892
10 - 24  4.712299116 1.984825 0.0368
10 - 25  4.049761834 1.955002 0.0626
10 - 26  2.476583955 1.852361 0.2082
10 - 27  2.824436904 1.608895 0.1070
10 - 28  3.222040704 1.955002 0.1276
10 - 29  2.798921138 1.982955 0.1858
10 - 30  2.982866234 1.994508 0.1630
11 - 12  1.266824570 1.875113 0.5132
11 - 13  2.123482676 1.628410 0.2188
11 - 14  0.802533325 1.994508 0.6952
11 - 15  0.955544304 1.945005 0.6328
11 - 16 -0.860032549 1.914426 0.6620
11 - 17 -0.273888578 1.963311 0.8916
11 - 18 -1.198592559 1.608895 0.4720
11 - 19 -1.807037310 1.981614 0.3814
11 - 20  2.152687283 1.955002 0.2944
11 - 21  1.484134577 1.875113 0.4454
11 - 22  0.320163502 1.608895 0.8458
11 - 23  0.870599025 1.984825 0.6694
11 - 24  1.873839701 1.955002 0.3584
11 - 25  1.211302419 1.914426 0.5398
11 - 26 -0.361875460 1.945005 0.8558
11 - 27 -0.014022512 1.852361 0.9940
11 - 28  0.383581288 1.984825 0.8502
11 - 29 -0.039538277 1.990728 0.9846
11 - 30  0.144406819 1.981614 0.9432
12 - 13  0.856658107 1.628410 0.6092
12 - 14 -0.464291244 1.981614 0.8190
12 - 15 -0.311280266 1.608895 0.8502
12 - 16 -2.126857118 1.984825 0.3068
12 - 17 -1.540713148 1.826158 0.4168
12 - 18 -2.465417128 1.852361 0.2102
12 - 19 -3.073861880 1.994508 0.1516
12 - 20  0.885862713 1.989952 0.6648
12 - 21  0.217310008 1.982955 0.9148
12 - 22 -0.946661068 1.945005 0.6360
12 - 23 -0.396225544 1.914426 0.8398
12 - 24  0.607015131 1.628410 0.7164
12 - 25 -0.055522150 1.769964 0.9756
12 - 26 -1.628700029 1.994508 0.4314
12 - 27 -1.280847081 1.981614 0.5312
12 - 28 -0.883243281 1.984825 0.6650
12 - 29 -1.306362846 1.963311 0.5196
12 - 30 -1.122417751 1.852361 0.5568
13 - 14 -1.320949351 1.994508 0.5214
13 - 15 -1.167938372 1.852361 0.5412
13 - 16 -2.983515225 1.963311 0.1568
13 - 17 -2.397371254 1.914426 0.2364
13 - 18 -3.322075235 1.608895 0.0634
13 - 19 -3.930519986 1.994508 0.0744
13 - 20  0.029204607 1.982955 0.9886
13 - 21 -0.639348099 1.955002 0.7498
13 - 22 -1.803319174 1.852361 0.3512
13 - 23 -1.252883651 1.963311 0.5364
13 - 24 -0.249642975 1.875113 0.8964
13 - 25 -0.912180257 1.826158 0.6272
13 - 26 -2.485358136 1.981614 0.2358
13 - 27 -2.137505188 1.945005 0.2952
13 - 28 -1.739901388 1.990728 0.4008
13 - 29 -2.163020953 1.984825 0.2992
13 - 30 -1.979075857 1.945005 0.3308
14 - 15  0.153010979 1.975553 0.9396
14 - 16 -1.662565874 1.945005 0.4108
14 - 17 -1.076421903 1.945005 0.5910
14 - 18 -2.001125884 2.001335 0.3388
14 - 19 -2.609570635 1.788631 0.1726
14 - 20  1.350153958 1.852361 0.4814
14 - 21  0.681601252 1.945005 0.7326
14 - 22 -0.482369823 1.995995 0.8134
14 - 23  0.068065700 1.852361 0.9714
14 - 24  1.071306376 1.945005 0.5928
14 - 25  0.408769094 1.981614 0.8404
14 - 26 -1.164408785 1.922628 0.5570
14 - 27 -0.816555837 1.975553 0.6874
14 - 28 -0.418952037 1.608895 0.7994
14 - 29 -0.842071602 1.608895 0.6110
14 - 30 -0.658126506 1.922628 0.7386
15 - 16 -1.815576852 1.994508 0.3822
15 - 17 -1.229432882 1.608895 0.4608
15 - 18 -2.154136863 1.922628 0.2864
15 - 19 -2.762581614 1.995995 0.1938
15 - 20  1.197142979 1.994508 0.5606
15 - 21  0.528590274 1.994508 0.7958
15 - 22 -0.635380802 1.975553 0.7538
15 - 23 -0.084945279 1.852361 0.9642
15 - 24  0.918295397 1.608895 0.5796
15 - 25  0.255758115 1.608895 0.8766
15 - 26 -1.317419764 2.001335 0.5240
15 - 27 -0.969566815 1.995995 0.6366
15 - 28 -0.571963015 1.981614 0.7782
15 - 29 -0.995082580 1.945005 0.6190
15 - 30 -0.811137485 1.788631 0.6590
16 - 17  0.586143971 1.989952 0.7738
16 - 18 -0.338560010 1.945005 0.8650
16 - 19 -0.947004761 1.852361 0.6192
16 - 20  3.012719832 1.826158 0.1272
16 - 21  2.344167126 1.769964 0.2122
16 - 22  1.180196051 1.852361 0.5370
16 - 23  1.730631574 1.982955 0.4014
16 - 24  2.733872249 1.990728 0.1970
16 - 25  2.071334968 1.982955 0.3186
16 - 26  0.498157089 1.608895 0.7626
16 - 27  0.846010037 1.608895 0.6094
16 - 28  1.243613837 1.875113 0.5208
16 - 29  0.820494272 1.955002 0.6828
16 - 30  1.004439367 1.994508 0.6244
17 - 18 -0.924703981 1.945005 0.6438
17 - 19 -1.533148732 1.981614 0.4554
17 - 20  2.426575861 1.984825 0.2470
17 - 21  1.758023155 1.990728 0.3960
17 - 22  0.594052080 1.981614 0.7700
17 - 23  1.144487603 1.628410 0.4968
17 - 24  2.147728279 1.769964 0.2504
17 - 25  1.485190997 1.628410 0.3812
17 - 26 -0.087986882 1.994508 0.9656
17 - 27  0.259866067 1.994508 0.8986
17 - 28  0.657469866 1.955002 0.7430
17 - 29  0.234350301 1.875113 0.9028
17 - 30  0.418295397 1.608895 0.7996
18 - 19 -0.608444751 1.995995 0.7662
18 - 20  3.351279842 1.981614 0.1190
18 - 21  2.682727136 1.945005 0.1952
18 - 22  1.518756061 1.788631 0.4140
18 - 23  2.069191584 1.981614 0.3188
18 - 24  3.072432259 1.945005 0.1424
18 - 25  2.409894978 1.852361 0.2198
18 - 26  0.836717099 1.975553 0.6800
18 - 27  1.184570047 1.922628 0.5504
18 - 28  1.582173847 1.994508 0.4444
18 - 29  1.159054282 1.994508 0.5728
18 - 30  1.342999377 1.975553 0.5106
19 - 20  3.959724593 1.608895 0.0316
19 - 21  3.291171887 1.852361 0.1032
19 - 22  2.127200812 1.975553 0.3046
19 - 23  2.677636335 1.945005 0.1960
19 - 24  3.680877011 1.981614 0.0902
19 - 25  3.018339729 1.994508 0.1584
19 - 26  1.445161850 1.788631 0.4362
19 - 27  1.793014799 1.922628 0.3710
19 - 28  2.190618598 1.608895 0.2006
19 - 29  1.767499033 1.852361 0.3604
19 - 30  1.951444129 1.975553 0.3444
20 - 21 -0.668552706 1.628410 0.6892
20 - 22 -1.832523781 1.945005 0.3664
20 - 23 -1.282088258 1.963311 0.5272
20 - 24 -0.278847582 1.982955 0.8908
20 - 25 -0.941384864 1.990728 0.6456
20 - 26 -2.514562743 1.608895 0.1464
20 - 27 -2.166709795 1.852361 0.2668
20 - 28 -1.769105995 1.826158 0.3534
20 - 29 -2.192225560 1.914426 0.2764
20 - 30 -2.008280464 1.981614 0.3326
21 - 22 -1.163971075 1.852361 0.5426
21 - 23 -0.613535552 1.984825 0.7630
21 - 24  0.389705123 1.989952 0.8484
21 - 25 -0.272832158 1.984825 0.8932
21 - 26 -1.846010037 1.608895 0.2756
21 - 27 -1.498157089 1.608895 0.3718
21 - 28 -1.100553289 1.914426 0.5770
21 - 29 -1.523672854 1.963311 0.4540
21 - 30 -1.339727759 1.994508 0.5156
22 - 23  0.550435523 1.994508 0.7876
22 - 24  1.553676199 1.981614 0.4496
22 - 25  0.891138917 1.945005 0.6558
22 - 26 -0.682038962 1.922628 0.7294
22 - 27 -0.334186013 1.788631 0.8552
22 - 28  0.063417786 1.981614 0.9750
22 - 29 -0.359701779 1.994508 0.8602
22 - 30 -0.175756683 1.995995 0.9314
23 - 24  1.003240675 1.826158 0.5938
23 - 25  0.340703394 1.875113 0.8592
23 - 26 -1.232474485 1.981614 0.5466
23 - 27 -0.884621537 1.994508 0.6660
23 - 28 -0.487017737 1.875113 0.7998
23 - 29 -0.910137302 1.628410 0.5874
23 - 30 -0.726192206 1.608895 0.6604
24 - 25 -0.662537281 1.826158 0.7236
24 - 26 -2.235715160 1.994508 0.2862
24 - 27 -1.887862212 1.994508 0.3642
24 - 28 -1.490258412 1.963311 0.4638
24 - 29 -1.913377977 1.914426 0.3390
24 - 30 -1.729432882 1.608895 0.3054
25 - 26 -1.573177879 1.994508 0.4470
25 - 27 -1.225324931 1.981614 0.5490
25 - 28 -0.827721131 1.982955 0.6844
25 - 29 -1.250840696 1.955002 0.5354
25 - 30 -1.066895600 1.852361 0.5762
26 - 27  0.347852948 1.788631 0.8494
26 - 28  0.745456748 1.852361 0.6950
26 - 29  0.322337183 1.945005 0.8714
26 - 30  0.506282279 1.995995 0.8044
27 - 28  0.397603800 1.945005 0.8418
27 - 29 -0.025515765 1.981614 0.9900
27 - 30  0.158429330 2.001335 0.9384
28 - 29 -0.423119565 1.628410 0.7998
28 - 30 -0.239174470 1.945005 0.9044
29 - 30  0.183945095 1.852361 0.9226

$means
     y    y.adj       SE r       std Min Max  Q25 Q50  Q75
1  7.5 6.702668 1.418665 2 0.7071068   7   8 7.25 7.5 7.75
2  3.5 3.858485 1.424506 2 3.5355339   5   9 6.00 7.0 8.00
3  3.5 3.680560 1.418665 2 3.5355339   2   5 2.75 3.5 4.25
4  5.0 3.769153 1.418665 2 1.4142136   3   4 3.25 3.5 3.75
5  4.5 4.236467 1.418665 2 4.9497475   2   5 2.75 3.5 4.25
6  3.5 3.592020 1.418665 2 2.1213203   2   5 2.75 3.5 4.25
7  3.5 2.259497 1.418665 2 2.1213203   1   5 2.00 3.0 4.00
8  5.0 5.160284 1.418665 2 1.4142136   4   6 4.50 5.0 5.50
9  6.5 6.434092 1.424506 2 0.7071068   4   7 4.75 5.5 6.25
10 7.0 7.719527 1.418665 2 2.8284271   7   7 7.00 7.0 7.00
11 3.5 4.881068 1.418665 2 2.1213203   7   9 7.50 8.0 8.50
12 3.5 3.614243 1.418665 2 0.7071068   1   6 2.25 3.5 4.75
13 3.5 2.757585 1.418665 2 2.1213203   1   4 1.75 2.5 3.25
14 3.5 4.078535 1.424506 2 2.1213203   1   7 2.50 4.0 5.50
15 3.0 3.925524 1.424506 2 2.8284271   1   6 2.25 3.5 4.75
16 5.0 5.741100 1.418665 2 1.4142136   4   6 4.50 5.0 5.50
17 5.5 5.154956 1.418665 2 2.1213203   1   4 1.75 2.5 3.25
18 7.0 6.079660 1.424506 2 0.0000000   2   3 2.25 2.5 2.75
19 8.0 6.688105 1.424506 2 1.4142136   2   7 3.25 4.5 5.75
20 2.5 2.728381 1.418665 2 2.1213203   2   9 3.75 5.5 7.25
21 4.0 3.396933 1.418665 2 4.2426407   2   6 3.00 4.0 5.00
22 3.5 4.560904 1.424506 2 3.5355339   3   6 3.75 4.5 5.25
23 5.0 4.010469 1.418665 2 1.4142136   1   6 2.25 3.5 4.75
24 2.5 3.007228 1.418665 2 2.1213203   5   6 5.25 5.5 5.75
25 2.5 3.669765 1.418665 2 0.7071068   4   6 4.50 5.0 5.50
26 4.5 5.242943 1.424506 2 3.5355339   1   8 2.75 4.5 6.25
27 5.5 4.895090 1.424506 2 4.9497475   2   5 2.75 3.5 4.25
28 4.0 4.497487 1.418665 2 2.8284271   2   5 2.75 3.5 4.25
29 4.5 4.920606 1.418665 2 2.1213203   4   6 4.50 5.0 5.50
30 5.5 4.736661 1.424506 2 0.7071068   6   7 6.25 6.5 6.75

$groups
      y.adj groups
10 7.719527      a
1  6.702668     ab
19 6.688105     ab
9  6.434092    abc
18 6.079660    abc
16 5.741100    abc
26 5.242943    abc
8  5.160284    abc
17 5.154956    abc
29 4.920606    abc
27 4.895090    abc
11 4.881068    abc
30 4.736661    abc
22 4.560904    abc
28 4.497487    abc
5  4.236467    abc
14 4.078535    abc
23 4.010469    abc
15 3.925524    abc
2  3.858485    abc
4  3.769153    abc
3  3.680560    abc
25 3.669765    abc
12 3.614243    abc
6  3.592020    abc
21 3.396933     bc
24 3.007228     bc
13 2.757585     bc
20 2.728381      c
7  2.259497      c

$vartau
            [,1]       [,2]       [,3]       [,4]       [,5]       [,6]
 [1,] 2.01260952 0.03188288 0.04655440 0.34518357 0.18009671 0.18009671
 [2,] 0.03188288 2.02921724 0.72664106 0.03188288 0.12939052 0.05751596
 [3,] 0.04655440 0.72664106 2.01260952 0.03111061 0.18009671 0.04284445
 [4,] 0.34518357 0.03188288 0.03111061 2.01260952 0.10159224 0.68674950
 [5,] 0.18009671 0.12939052 0.18009671 0.10159224 2.01260952 0.04655440
 [6,] 0.18009671 0.05751596 0.04284445 0.68674950 0.04655440 2.01260952
 [7,] 0.10159224 0.30529201 0.68674950 0.04284445 0.34518357 0.03111061
 [8,] 0.08531425 0.12939052 0.08531425 0.25458582 0.03265515 0.68674950
 [9,] 0.12939052 0.07781324 0.05751596 0.30529201 0.03188288 0.72664106
[10,] 0.25458582 0.12939052 0.25458582 0.08531425 0.44622394 0.04284445
[11,] 0.08531425 0.30529201 0.34518357 0.04655440 0.68674950 0.03265515
[12,] 0.03111061 0.72664106 0.34518357 0.04655440 0.10159224 0.10159224
[13,] 0.04284445 0.72664106 0.44622394 0.03265515 0.25458582 0.04655440
[14,] 0.30529201 0.03721868 0.03188288 0.72664106 0.05751596 0.72664106
[15,] 0.03188288 0.42961621 0.30529201 0.05751596 0.05751596 0.12939052
[16,] 0.68674950 0.05751596 0.10159224 0.18009671 0.34518357 0.08531425
[17,] 0.04655440 0.30529201 0.25458582 0.08531425 0.04284445 0.18009671
[18,] 0.05751596 0.42961621 0.72664106 0.03188288 0.30529201 0.03188288
[19,] 0.72664106 0.02654707 0.03188288 0.72664106 0.12939052 0.30529201
[20,] 0.44622394 0.03188288 0.04284445 0.68674950 0.25458582 0.25458582
[21,] 0.34518357 0.05751596 0.08531425 0.25458582 0.68674950 0.10159224
[22,] 0.12939052 0.18096780 0.30529201 0.05751596 0.72664106 0.03188288
[23,] 0.10159224 0.12939052 0.10159224 0.18009671 0.03111061 0.34518357
[24,] 0.04284445 0.30529201 0.18009671 0.10159224 0.04655440 0.25458582
[25,] 0.03265515 0.72664106 0.68674950 0.04284445 0.08531425 0.08531425
[26,] 0.72664106 0.03721868 0.05751596 0.30529201 0.30529201 0.12939052
[27,] 0.30529201 0.07781324 0.12939052 0.12939052 0.72664106 0.05751596
[28,] 0.68674950 0.03188288 0.03265515 0.44622394 0.08531425 0.34518357
[29,] 0.25458582 0.05751596 0.04655440 0.34518357 0.04284445 0.44622394
[30,] 0.05751596 0.18096780 0.12939052 0.12939052 0.03188288 0.30529201
            [,7]       [,8]       [,9]      [,10]      [,11]      [,12]
 [1,] 0.10159224 0.08531425 0.12939052 0.25458582 0.08531425 0.03111061
 [2,] 0.30529201 0.12939052 0.07781324 0.12939052 0.30529201 0.72664106
 [3,] 0.68674950 0.08531425 0.05751596 0.25458582 0.34518357 0.34518357
 [4,] 0.04284445 0.25458582 0.30529201 0.08531425 0.04655440 0.04655440
 [5,] 0.34518357 0.03265515 0.03188288 0.44622394 0.68674950 0.10159224
 [6,] 0.03111061 0.68674950 0.72664106 0.04284445 0.03265515 0.10159224
 [7,] 2.01260952 0.04284445 0.03188288 0.68674950 0.44622394 0.18009671
 [8,] 0.04284445 2.01260952 0.72664106 0.03111061 0.04655440 0.25458582
 [9,] 0.03188288 0.72664106 2.02921724 0.03188288 0.03188288 0.12939052
[10,] 0.68674950 0.03111061 0.03188288 2.01260952 0.34518357 0.08531425
[11,] 0.44622394 0.04655440 0.03188288 0.34518357 2.01260952 0.25458582
[12,] 0.18009671 0.25458582 0.12939052 0.08531425 0.25458582 2.01260952
[13,] 0.34518357 0.10159224 0.05751596 0.18009671 0.68674950 0.68674950
[14,] 0.03188288 0.30529201 0.42961621 0.05751596 0.03188288 0.05751596
[15,] 0.12939052 0.30529201 0.18096780 0.05751596 0.12939052 0.72664106
[16,] 0.25458582 0.04284445 0.05751596 0.68674950 0.18009671 0.04284445
[17,] 0.10159224 0.34518357 0.30529201 0.04655440 0.08531425 0.34518357
[18,] 0.72664106 0.05751596 0.03721868 0.30529201 0.72664106 0.30529201
[19,] 0.05751596 0.12939052 0.18096780 0.12939052 0.05751596 0.03188288
[20,] 0.08531425 0.10159224 0.12939052 0.18009671 0.10159224 0.03265515
[21,] 0.18009671 0.04655440 0.05751596 0.34518357 0.25458582 0.04655440
[22,] 0.72664106 0.03188288 0.02654707 0.72664106 0.72664106 0.12939052
[23,] 0.04655440 0.44622394 0.72664106 0.03265515 0.04284445 0.18009671
[24,] 0.08531425 0.68674950 0.30529201 0.04284445 0.10159224 0.68674950
[25,] 0.25458582 0.18009671 0.12939052 0.10159224 0.18009671 0.44622394
[26,] 0.12939052 0.05751596 0.07781324 0.30529201 0.12939052 0.03188288
[27,] 0.30529201 0.03188288 0.03721868 0.72664106 0.30529201 0.05751596
[28,] 0.04655440 0.18009671 0.30529201 0.10159224 0.04284445 0.04284445
[29,] 0.03265515 0.34518357 0.72664106 0.04655440 0.03111061 0.08531425
[30,] 0.05751596 0.72664106 0.42961621 0.03188288 0.05751596 0.30529201
           [,13]      [,14]      [,15]      [,16]      [,17]      [,18]
 [1,] 0.04284445 0.30529201 0.03188288 0.68674950 0.04655440 0.05751596
 [2,] 0.72664106 0.03721868 0.42961621 0.05751596 0.30529201 0.42961621
 [3,] 0.44622394 0.03188288 0.30529201 0.10159224 0.25458582 0.72664106
 [4,] 0.03265515 0.72664106 0.05751596 0.18009671 0.08531425 0.03188288
 [5,] 0.25458582 0.05751596 0.05751596 0.34518357 0.04284445 0.30529201
 [6,] 0.04655440 0.72664106 0.12939052 0.08531425 0.18009671 0.03188288
 [7,] 0.34518357 0.03188288 0.12939052 0.25458582 0.10159224 0.72664106
 [8,] 0.10159224 0.30529201 0.30529201 0.04284445 0.34518357 0.05751596
 [9,] 0.05751596 0.42961621 0.18096780 0.05751596 0.30529201 0.03721868
[10,] 0.18009671 0.05751596 0.05751596 0.68674950 0.04655440 0.30529201
[11,] 0.68674950 0.03188288 0.12939052 0.18009671 0.08531425 0.72664106
[12,] 0.68674950 0.05751596 0.72664106 0.04284445 0.34518357 0.30529201
[13,] 2.01260952 0.03188288 0.30529201 0.08531425 0.18009671 0.72664106
[14,] 0.03188288 2.02921724 0.07781324 0.12939052 0.12939052 0.02654707
[15,] 0.30529201 0.07781324 2.02921724 0.03188288 0.72664106 0.18096780
[16,] 0.08531425 0.12939052 0.03188288 2.01260952 0.03265515 0.12939052
[17,] 0.18009671 0.12939052 0.72664106 0.03265515 2.01260952 0.12939052
[18,] 0.72664106 0.02654707 0.18096780 0.12939052 0.12939052 2.02921724
[19,] 0.03188288 0.42961621 0.03721868 0.30529201 0.05751596 0.03721868
[20,] 0.04655440 0.30529201 0.03188288 0.34518357 0.04284445 0.05751596
[21,] 0.10159224 0.12939052 0.03188288 0.44622394 0.03111061 0.12939052
[22,] 0.30529201 0.03721868 0.07781324 0.30529201 0.05751596 0.42961621
[23,] 0.08531425 0.30529201 0.30529201 0.04655440 0.68674950 0.05751596
[24,] 0.25458582 0.12939052 0.72664106 0.03111061 0.44622394 0.12939052
[25,] 0.34518357 0.05751596 0.72664106 0.04655440 0.68674950 0.30529201
[26,] 0.05751596 0.18096780 0.02654707 0.72664106 0.03188288 0.07781324
[27,] 0.12939052 0.07781324 0.03721868 0.72664106 0.03188288 0.18096780
[28,] 0.03111061 0.72664106 0.05751596 0.25458582 0.10159224 0.03188288
[29,] 0.04284445 0.72664106 0.12939052 0.10159224 0.25458582 0.03188288
[30,] 0.12939052 0.18096780 0.42961621 0.03188288 0.72664106 0.07781324
           [,19]      [,20]      [,21]      [,22]      [,23]      [,24]
 [1,] 0.72664106 0.44622394 0.34518357 0.12939052 0.10159224 0.04284445
 [2,] 0.02654707 0.03188288 0.05751596 0.18096780 0.12939052 0.30529201
 [3,] 0.03188288 0.04284445 0.08531425 0.30529201 0.10159224 0.18009671
 [4,] 0.72664106 0.68674950 0.25458582 0.05751596 0.18009671 0.10159224
 [5,] 0.12939052 0.25458582 0.68674950 0.72664106 0.03111061 0.04655440
 [6,] 0.30529201 0.25458582 0.10159224 0.03188288 0.34518357 0.25458582
 [7,] 0.05751596 0.08531425 0.18009671 0.72664106 0.04655440 0.08531425
 [8,] 0.12939052 0.10159224 0.04655440 0.03188288 0.44622394 0.68674950
 [9,] 0.18096780 0.12939052 0.05751596 0.02654707 0.72664106 0.30529201
[10,] 0.12939052 0.18009671 0.34518357 0.72664106 0.03265515 0.04284445
[11,] 0.05751596 0.10159224 0.25458582 0.72664106 0.04284445 0.10159224
[12,] 0.03188288 0.03265515 0.04655440 0.12939052 0.18009671 0.68674950
[13,] 0.03188288 0.04655440 0.10159224 0.30529201 0.08531425 0.25458582
[14,] 0.42961621 0.30529201 0.12939052 0.03721868 0.30529201 0.12939052
[15,] 0.03721868 0.03188288 0.03188288 0.07781324 0.30529201 0.72664106
[16,] 0.30529201 0.34518357 0.44622394 0.30529201 0.04655440 0.03111061
[17,] 0.05751596 0.04284445 0.03111061 0.05751596 0.68674950 0.44622394
[18,] 0.03721868 0.05751596 0.12939052 0.42961621 0.05751596 0.12939052
[19,] 2.02921724 0.72664106 0.30529201 0.07781324 0.12939052 0.05751596
[20,] 0.72664106 2.01260952 0.68674950 0.12939052 0.08531425 0.04655440
[21,] 0.30529201 0.68674950 2.01260952 0.30529201 0.04284445 0.03265515
[22,] 0.07781324 0.12939052 0.30529201 2.02921724 0.03188288 0.05751596
[23,] 0.12939052 0.08531425 0.04284445 0.03188288 2.01260952 0.34518357
[24,] 0.05751596 0.04655440 0.03265515 0.05751596 0.34518357 2.01260952
[25,] 0.03188288 0.03111061 0.04284445 0.12939052 0.25458582 0.34518357
[26,] 0.42961621 0.72664106 0.72664106 0.18096780 0.05751596 0.03188288
[27,] 0.18096780 0.30529201 0.72664106 0.42961621 0.03188288 0.03188288
[28,] 0.72664106 0.34518357 0.18009671 0.05751596 0.25458582 0.08531425
[29,] 0.30529201 0.18009671 0.08531425 0.03188288 0.68674950 0.18009671
[30,] 0.07781324 0.05751596 0.03188288 0.03721868 0.72664106 0.72664106
           [,25]      [,26]      [,27]      [,28]      [,29]      [,30]
 [1,] 0.03265515 0.72664106 0.30529201 0.68674950 0.25458582 0.05751596
 [2,] 0.72664106 0.03721868 0.07781324 0.03188288 0.05751596 0.18096780
 [3,] 0.68674950 0.05751596 0.12939052 0.03265515 0.04655440 0.12939052
 [4,] 0.04284445 0.30529201 0.12939052 0.44622394 0.34518357 0.12939052
 [5,] 0.08531425 0.30529201 0.72664106 0.08531425 0.04284445 0.03188288
 [6,] 0.08531425 0.12939052 0.05751596 0.34518357 0.44622394 0.30529201
 [7,] 0.25458582 0.12939052 0.30529201 0.04655440 0.03265515 0.05751596
 [8,] 0.18009671 0.05751596 0.03188288 0.18009671 0.34518357 0.72664106
 [9,] 0.12939052 0.07781324 0.03721868 0.30529201 0.72664106 0.42961621
[10,] 0.10159224 0.30529201 0.72664106 0.10159224 0.04655440 0.03188288
[11,] 0.18009671 0.12939052 0.30529201 0.04284445 0.03111061 0.05751596
[12,] 0.44622394 0.03188288 0.05751596 0.04284445 0.08531425 0.30529201
[13,] 0.34518357 0.05751596 0.12939052 0.03111061 0.04284445 0.12939052
[14,] 0.05751596 0.18096780 0.07781324 0.72664106 0.72664106 0.18096780
[15,] 0.72664106 0.02654707 0.03721868 0.05751596 0.12939052 0.42961621
[16,] 0.04655440 0.72664106 0.72664106 0.25458582 0.10159224 0.03188288
[17,] 0.68674950 0.03188288 0.03188288 0.10159224 0.25458582 0.72664106
[18,] 0.30529201 0.07781324 0.18096780 0.03188288 0.03188288 0.07781324
[19,] 0.03188288 0.42961621 0.18096780 0.72664106 0.30529201 0.07781324
[20,] 0.03111061 0.72664106 0.30529201 0.34518357 0.18009671 0.05751596
[21,] 0.04284445 0.72664106 0.72664106 0.18009671 0.08531425 0.03188288
[22,] 0.12939052 0.18096780 0.42961621 0.05751596 0.03188288 0.03721868
[23,] 0.25458582 0.05751596 0.03188288 0.25458582 0.68674950 0.72664106
[24,] 0.34518357 0.03188288 0.03188288 0.08531425 0.18009671 0.72664106
[25,] 2.01260952 0.03188288 0.05751596 0.04655440 0.10159224 0.30529201
[26,] 0.03188288 2.02921724 0.42961621 0.30529201 0.12939052 0.03721868
[27,] 0.05751596 0.42961621 2.02921724 0.12939052 0.05751596 0.02654707
[28,] 0.04655440 0.30529201 0.12939052 2.01260952 0.68674950 0.12939052
[29,] 0.10159224 0.12939052 0.05751596 0.68674950 2.01260952 0.30529201
[30,] 0.30529201 0.03721868 0.02654707 0.12939052 0.30529201 2.02921724

attr(,"class")
[1] "group"

Warning  values plot is not adjusted